{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting Crashes in Financial Markets - Decision Trees\n",
    "- Datasets: S&P500 (USA), Nikkei225 (Japan), SSE (Shanghai/China), HSI (Hong Kong), BSESN (India), SMI (Switzerland), BVSP (Brazil)\n",
    "- Model: Decision Trees\n",
    "- Number of features: 16 (mean price change and volatility for different windows over past 252 days)\n",
    "- Response variable: Crash within 1, 3 and 6 months (0: no, 1:yes)\n",
    "- Crash definition: Drawdown in 99.5% quantile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from sklearn import tree, metrics\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import fbeta_score, make_scorer\n",
    "from datetime import datetime, timedelta\n",
    "from pylab import rcParams\n",
    "import os\n",
    "import importlib\n",
    "import sys\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "from prepare_data import DataLoader\n",
    "from evaluate_results import EvaluateResults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------- Data preparation -------------------- #\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/data')\n",
    "datasets_original = ['^GSPC.csv', '^N225.csv', 'SSE.csv','^HSI.csv', '^BSESN.csv',\\\n",
    "                     '^SSMI.csv', '^BVSP.csv']\n",
    "dataset_names = ['S&P 500', 'N225', 'SSE', 'HSI', 'BSESN', 'SMI', 'BVSP']\n",
    "\n",
    "# specify drawdown thresholds for crashes (determined in exploration.ipynb):\n",
    "# crashes according to Jacobsson:\n",
    "crash_thresholds = [-0.0936, -0.1101, -0.1269, -0.1470, -0.1703, -0.1106, -0.2344]\n",
    "# crashes according to Sornette:\n",
    "# crash_thresholds = [-0.1053, -0.1495, -0.1706, -0.2334, -0.1563, -0.1492, -0.2264]\n",
    "months = [1, 3, 6]   # <-- predict if crash n months ahead\n",
    "data = DataLoader(datasets_original, dataset_names)\n",
    "datasets_revised, crashes = data.get_data_revised(crash_thresholds)\n",
    "dfs_x, dfs_y = data.get_dfs_xy(months=months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Find best parameters with grid search -------------------- #\n",
    "model_name = 'Decision Trees'\n",
    "test_data = 'S&P 500'\n",
    "month_prediction = 3\n",
    "beta = 2\n",
    "\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x_training = list(dfs_x)\n",
    "dfs_x_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "x_train, y_train, _, _ = data.get_train_test(dfs_x_training, dfs_y_training, \\\n",
    "            training_set_names, test_data=None)\n",
    "y_train = y_train[:, index_month].astype(int)\n",
    "\n",
    "# Find parameters with grid search:\n",
    "fbeta_scorer = make_scorer(fbeta_score, beta=beta)\n",
    "param_grid = [{'max_depth': [16, 20, 24, 28, 32, 36, None], 'criterion': ['gini', 'entropy']}]\n",
    "clf_tree = tree.DecisionTreeClassifier()\n",
    "clf = GridSearchCV(clf_tree, param_grid, scoring=fbeta_scorer)\n",
    "model = clf.fit(x_train, y_train)\n",
    "labels = model.cv_results_['params']\n",
    "tr_score = model.cv_results_['mean_train_score']\n",
    "t_score = model.cv_results_['mean_test_score']\n",
    "\n",
    "# Plot grid search results\n",
    "plt.plot(t_score)\n",
    "plt.title('Find best parameters with F beta score (beta=2)')\n",
    "plt.xticks(np.arange(len(labels)), labels, rotation=90)\n",
    "plt.xlabel('F-Beta score (beta=2)')\n",
    "plt.ylim(0, 0.2)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Decision Trees - validation data: N225\n",
      "Train Decision Trees - validation data: SSE\n",
      "Train Decision Trees - validation data: HSI\n",
      "Train Decision Trees - validation data: BSESN\n",
      "Train Decision Trees - validation data: SMI\n",
      "Train Decision Trees - validation data: BVSP\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train Decision Trees -------------------- #\n",
    "max_depth = 24\n",
    "criterion='entropy'\n",
    "\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x_training = list(dfs_x)\n",
    "dfs_x_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "y_train_all, y_val_all = [], []\n",
    "y_pred_train_all, y_pred_val_all = [], []\n",
    "for val_data in training_set_names:\n",
    "    x_train, y_train, x_val, y_val = data.get_train_test(dfs_x_training, dfs_y_training, \\\n",
    "            training_set_names, test_data=val_data)\n",
    "    y_train, y_val = y_train[:, index_month].astype(int), y_val[:, index_month].astype(int)\n",
    "    y_train_all.append(y_train)\n",
    "    y_val_all.append(y_val)\n",
    "    print('Train ' + str(model_name) + ' - validation data: ' + str(val_data))\n",
    "    clf = tree.DecisionTreeClassifier(criterion=criterion, max_depth=max_depth)\n",
    "    model = clf.fit(x_train, y_train)\n",
    "    y_pred_train = model.predict(x_train)\n",
    "    y_pred_train_all.append(y_pred_train)\n",
    "    y_pred_val = model.predict(x_val)\n",
    "    y_pred_val_all.append(y_pred_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Trees\n",
      "\n",
      "\n",
      "Predict crash in:            3 months\n",
      "Threshold for positives:     None\n",
      "Number of features:          16\n",
      "Number of rows for training: 42842\n",
      "\n",
      "\n",
      "Results for each train/val split:\n",
      "                       N225   SSE   HSI  BSESN   SMI  BVSP\n",
      "positive actual train  0.04  0.04  0.04   0.04  0.04  0.04\n",
      "positive pred train    0.04  0.04  0.04   0.04  0.04  0.04\n",
      "precision train        1.00  1.00  1.00   1.00  1.00  1.00\n",
      "recall train           1.00  1.00  1.00   1.00  0.98  1.00\n",
      "accuracy_train         1.00  1.00  1.00   1.00  1.00  1.00\n",
      "score_fbeta train      1.00  1.00  1.00   1.00  0.99  1.00\n",
      "positive actual val    0.05  0.04  0.04   0.04  0.05  0.04\n",
      "positive pred val      0.04  0.06  0.05   0.05  0.03  0.05\n",
      "precision val          0.08  0.07  0.09   0.08  0.23  0.12\n",
      "recall val             0.07  0.11  0.10   0.11  0.14  0.13\n",
      "accuracy val           0.92  0.91  0.92   0.92  0.93  0.92\n",
      "score fbeta val        0.07  0.10  0.10   0.10  0.15  0.13\n",
      "\n",
      "\n",
      "Results - average over all train/val splits:\n",
      "Positive train cases actual:            0.04\n",
      "Positive train cases predicted:         0.04\n",
      "Avg precision train (model/random):     1.0 / 0.04\n",
      "Avg recall train (model/random):        1.0 / 0.04\n",
      "Avg accuracy train (model/random):      1.0 / 0.92\n",
      "Score train fbeta:                      1.0 / 0.04\n",
      "Positive validation cases actual:       0.04\n",
      "Positive validation cases predicted:    0.05\n",
      "Avg precision validation (model/random):0.11 / 0.04\n",
      "Avg recall validation (model/random):   0.11 / 0.05\n",
      "Avg accuracy validation (model/random): 0.92 / 0.91\n",
      "Score validation fbeta:                 0.11 / 0.05\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Evaluate results -------------------- #\n",
    "eval_ = EvaluateResults(y_train_all, y_val_all, y_pred_train_all, y_pred_val_all, model_name, \\\n",
    "            test_data)\n",
    "beta = 2\n",
    "threshold = None\n",
    "print(model_name)\n",
    "print('\\n')\n",
    "print('Predict crash in:            ' + str(month_prediction) + ' months')\n",
    "print('Threshold for positives:     ' + str(threshold))\n",
    "print('Number of features:          ' + str(dfs_x[0].shape[1]))\n",
    "print('Number of rows for training: ' + str(len(y_pred_train_all[0]) + len(y_pred_val_all[0])))\n",
    "print('\\n')\n",
    "eval_.training_results(threshold, training_set_names, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test results (test set: S&P 500):\n",
      "Positive test cases actual:         0.04\n",
      "Positive test cases predicted:      0.04\n",
      "Precision test (model/random):      0.06 / 0.04\n",
      "Recall test (model/random):         0.05 / 0.04\n",
      "Accuracy test (model/random):       0.93 / 0.93\n",
      "Score test fbeta:                   0.05 / 0.04\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Test model -------------------- #\n",
    "x_train, y_train, x_test, y_test = data.get_train_test(dfs_x, dfs_y, dataset_names, test_data=test_data)\n",
    "y_train, y_test = y_train[:, index_month].astype(int), y_test[:, index_month].astype(int)\n",
    "clf = tree.DecisionTreeClassifier(criterion=criterion, max_depth=max_depth)\n",
    "model = clf.fit(x_train, y_train)\n",
    "y_pred_test_bin = model.predict(x_test).astype(int)\n",
    "threshold = None\n",
    "_ = eval_.test_results(y_test, y_pred_test_bin, threshold, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0t7K/YK0lKSmJxMRE2rVrV9nDURRFURRFKZAiXSystfOAnYU0GQq8ZYUfgQbGmBYlGUxGRgaNGzdWcbwfYoyhcePG+nRAUZRqyep/a5GVXdmjUBSloigLH+RWwL++7USnrESoON5/0WurKEp1ZMWaaDqc2Y2eI7qQXckieePGyu1fUQ4UyiIOcijVY0M2NOYq4CqAuLg45s6dG1Bfv359UlJSymBISlUlIyMj33VXqhiZmbB1a/H3Gz4coqJgf7i+JXkP9qfzP5AI41ov+asxACvX1mbqr3tZ8WcDjjzpEho2zqnQ6z19emteeaU9L7zwK927766wfqskJf2OxsRAQkL1/57q73S5UxYCORFo7duOBzaFamitnQRMAujdu7cdPHhwQP3KlSupV69eGQyp/HnggQcYOHAgxx9/fGUPpVoRHR3NoYceWtnDUAqjpAHox47dfwLQl+Q92J/O/0AijGu9q1aDvPV9G9ryf+Pa0qVuLMvPeahMrvfvv8PEiXDppdCnT+g2U6bAK6/I+qJFh3LDDaXutnpT0u/ogZ4oRH+nwqYsXCxmApcYoR+w21q7uQyOW2XJyclhzJgxKo4VRVEOAFL2en+V1zzRFoAVexPIzi2bSKkvvSQCedKk0PWJiTBqlLf9zjuwY0eZdK0oSgEU+e02xkwDFgKHGGMSjTGXG2OuMcZc4zSZBawBVgOvAqPLbbQVwLp16+jUqRMjR46kR48enHPOOaSlpZGQkMCYMWM46qij+O9//8uoUaN4//33AVi8eDH9+/enZ8+e9O3bl5SUFHJycrj99tvp06cPPXr04BX31l9RFEWpVuzcE/ph6+IdZRORZ5PzzHXGjPx1u3ZB69b5y489tky6VhSlAIp0sbDWjiii3gLXldmIHG6+GZYuLdtj9uoFzz9fdLtVq1YxefJkBgwYwGWXXcaECRMAcQ9YsGABALNnzwYgMzOT8847j/fee48+ffqwZ88eateuzeTJk6lfvz6LFy9m3759DBgwgBNOOEFDnCmKolQzVqyNpnH9bJJ2B/5l7thXepdAa2HJElnfswe++gqGDJHt7Gxo1Mhrm5kpT8jvvFPcMjIyIDq61ENQFCUEmkkvBK1bt2bAgAEAXHTRRXmi+LzzzsvXdtWqVbRo0YI+juNYbGwskZGRfPnll7z11lv06tWLI444gqSkJP7++++KOwlFURSlTEhOiaBpw6x85alZtYp9rGuvhTFjvO1du2CzzykxMVGWmZnwyCNe+aZNMrfquuugQwcpGz682N0rihImZTFJr1wIx9JbXgSHI3O369atm6+ttTZk+DJrLS+++CInnnhi+QxSURRFqRDSMmpQJzqXLV8sY3dqBH/8U5uz72hPanY0qakwbpxYdSND/KMmJcEbb8BNN8EHH8DLL0v57bdDrVoQPGc5Kcmrf+EFr7yFk12gbl347TeoXRs+/bTsz1VRFEEtyCHYsGEDCxcuBGDatGkcddRRBbbt1KkTmzZtYvHixQCkpKSQnZ3NiSeeyMSJE8nKEqvDX3/9xd69e8t/8IqiKEoe27eLoCwN6ftqULuWJa5xNh3b7uPYPhKONDWrFo8+CvfdB889R8gYyZMmiditWRNG+BwW162D776DDRtke+1aWd5+O/zwA3z8sdf2yy8DjxkdDVdeKes5OaU7N0VRQqMCOQSdO3dmypQp9OjRg507d3LttdcW2LZmzZq899573HDDDfTs2ZMhQ4aQkZHBFVdcQZcuXTjssMPo1q0bV199NdmVHWFeURTlAKN3b+jZE/btg48+gscfL97+f66rxTeLY4mulZtXVre2qNLU7Og8UXznnfDoo7I+YgS89Zasx8SEPu7u3d5Eu+efl9C8LosWecIZPJ9kPz16yFKjWShK+VBlXSwqkxo1avCy+xzMYd26dQHbb/piCPbp04cff/wx33Eef/xxHi/ur7GiKIpSapKT4fLLPaH5+usw2omx1KYNXHRReMe55TkJIfH1T7F5ZVGRUKtGJnuza9Gwodf2u+/Eijx9urwuuQQKenDod59o00aWzz0Ht94K//py04Zy2wA4+GBZNm8OX3wh53nFFeGdk6IoRaMWZEVRFGW/44cf4MMPve3RvgCk11yTv31BREZIYthbLwzMWlY3IoPUrFo0buyVtW/vhWxzSU0N3L73XllOm+aVucdwRfuvv8pyzBhYsSL0uPy+yyee6LlcKIpSNqhADiIhIYE//vijsoehKIqilILkZFn++Sc0aBBYt3evJ1xzc2F3asF/hTk5hsM67eXZWxIDymMi0tmZWZeUFK8sJUV8i/2kpED9+nDWWbIdF5e/D9eC3LixWITdLMBXXulFrAgm1HEURSk7VCAriqIo+x2uQG7QwFv38/33snxkWnsaDD6UnbsjQh4nK9sQXdPmK4+JSGfa2iO54w7Z7tEDdu6E9etl2w1ulJoK9erBq6/CjTfCyJGBx3n8cWgryfmoUQPi42U9KgqaNSv8HG+6KXD7vfdCTxRUFKX4qEBWFEVRqj3ffQeDBnk+vytWSOQIv48weL67btSI178URborpWCBHBWZXyDXNIFKtE4dmDNHxgHe5LyUFFlv1EjCwcXGwi+/iJDeuRPuvtsT0/79+vUTwVwYzz8P8+Z52+efD599Fthm61aYPFn8of3WbkVRCkcFsqIoilIt+flnePFFyUb3wgsiFqdOlboVKySCRc2aXvtGjcTKWqOG+Ar/8w9s2FYbgIx9of8OMwsQyFE1PIFct64nuCdPlmV6uoxr5UqJd+zn0EPFrSJYvIM3Qe/ss4s+fwiMfgH5reXNm8vkvbffFmGuKEp4qEBWFEVRypQZM+Ddd8u3D2uhTx9xW4iO9sTmPfeI7+6334pV18+778Jhh4n/7qZNXig2gMRtNQlFVrahZlR+gRxpJNRbkyawZUv+lM/Z2RLK7Y8/YNmy8M/LjboRInFrSFq3Fsv0rbfKdlpawW137w5/HIpyoFO1w7z9+GNo57GS0qCBPLcKk4ceeoiYmBhuu+22shuDw7p16/jhhx+44IILyvzYfg4//HAWLlxIzZqhf/zLioSEBH7++WeaNGlSrv0oilL1ccXdWWflF45lRXq6t56Z6Vlud+6E116T9eBUzLXFWEyzZpLVbvBgr+6C+9qR9LUo2Zwc2L4rkuZNssnMCm1BdgXyWWeJW0RECA+N5ctleeGF4Z/XV1/BqlVi+Q2XG28UYfzcc/ndKOrV88pUICtK+FRtC3JyMjRtWnavshTbpWTdunW8WwITS04x0iatW7eOVq1aFVsca0ITRVFKgrXgJCEFJD5vebFnT+H1ffrkD33mCuRly+Tv4OOPIbqm/Kb2ODidXCcXyLhpzWhxUk/+3lCrQB9kVyC7xwzlEjF/viwvvjisUwLEj/qqq8Jv71K7ttyMBAdhio2FoUNlXZOKKEr4VG2BXAk89thjHHLIIRx//PGsWrUqr3zp0qX069ePHj16cOaZZ7Jr1y62bdvG4YcfDsCyZcswxrDBeT7Wvn170tLSGDVqFDfeeCP9+/fnoIMO4v333wfgrrvuYv78+fTq1YuxY8fy5ptvcv311+f1d9pppzHXifUTExPDAw88wBFHHMHChQtJSEjgwQcf5LDDDqN79+78+eefIc/l888/56STTspXvnjxYvr370/Pnj3p27cvKSkpvPnmm5x77rmcfvrpnHDCCaSmpnLcccfl9fHJJ58AsHfvXk499VR69uxJt27deO+99/KO++KLLxY5JkVR9l/mz4f+/b3txMSC25YWN1qE8xOcj1CJQJo2laXf2jti0GaaNcpi7pJ6XPWYhJP4eWVdADqe1Y2Va2uHFMgRRtS0K5CfeAImTJD17t1FrN59t2y7USrKE2Pg2mvhnXfEfWTuXLj/fhHFrVtLqLl//in/cSjK/oIKZB9Llixh+vTp/Prrr3z44YcsXrw4r+6SSy7hqaee4rfffqN79+48/PDDNGvWjIyMDPbs2cP8+fPp3bs38+fPZ/369TRr1ow6jgPc5s2bWbBgAZ999hl33XUXAE8++SRHH300S5cu5ZZbbil0XHv37qVbt24sWrSIo446CoAmTZrwyy+/cO211/LMM8+E3G/27Nn5BHJmZibnnXce48aNY9myZcyZM4fazi/8woULmTJlCt988w3R0dF89NFH/PLLL3z77bf85z//wVrL7NmzadmyJcuWLeOPP/4IOH44Y1IUZf9kxQqxfvopKItcWXD66bJ88EEvmUaDBpCVJT7BN9zgtX35ZXj6aW9CmyuuAY7snEx2joSRmPyJuIgd1GpfQF81o3IJJi1HfEdcr7KICC+eccuWkJHhta0IgQySutpaWLoUjjlGUl/v2wctWojLxtq1+ROZKIoSmrAEsjHmJGPMKmPMamPMXSHq2xpjvjbG/GaMmWuMiS/7oZY/8+fP58wzz6ROnTrExsZyxhlnALB7926Sk5MZ5Pz6jxw5knlObJ3+/fvz/fffM2/ePO655x7mzZvH/PnzOfroo/OOO2zYMGrUqEGXLl3YunVr/o6LICIigrODnt+d5USdP/zww/OlwQYRwomJiRx00EEB5atWraJFixb06dMHgNjYWCKdXKZDhgyhUaNGAFhrueeee+jRowfHH388GzduZOvWrXTv3p05c+Zw5513Mn/+fOrXrx/2mBRF2X+57jpv/fbbZVmeAnn7dlkOGeJlojvxREnNHBcXGDrt6qu9MQG0auWtxzfJIDUt8K8wPSiiRWQI/+KkrHpAYMKOrCxZBnu1uVbm8sZ9H9wYzy5HHCETFmfNCjx3RVEKpkiBbIyJAMYDJwNdgBHGmC5BzZ4B3rLW9gDGAE+U9UArCuP/VQ2Do48+Os9qPHToUJYtW8aCBQsYOHBgXptavhg/1uZ/VAcQGRlJbq5npcjwmR+io6OJCJoB4h4zIiIipM/w/Pnz86zNfqy1BZ5j3bp189bfeecdtm/fzpIlS1i6dClxcXFkZGTQsWNHlixZQvfu3bn77rsZM2ZM2GNSFGX/JTFRxOny5WKtBZg4MXTb//5XBGwJ7AWAl63uscfElaFZM/F9fuON4h+rddMM3ntiTUDZxm1RAdtrNuafx5GUFQsETqZzLdTHHSe+vxWNK5DdkHMuffoERvRw/4ays+G33+DMM9X9QlGCCceC3BdYba1dY63NBKYDQ4PadAG+dta/DVFfLRg4cCAfffQR6enppKSk8OmnnwJQv359GjZsyHxnxsXbb7+dZ00eOHAgU6dOpUOHDtSoUYNGjRoxa9YsBgwYUGhf9erVI8U33TghIYGlS5eSm5vLv//+y08//VSqc5k9ezYnn3xyvvJOnTqxadOmPPeRlJSUkGJ29+7dNGvWjKioKL799lvWO88kN23aRJ06dbjooou47bbb+EUDayqKgojd66+HLj7ziWvlDeall2QZPKEsHLKyoF07WXeTfoAEKCqJpTa+SQbDBu/mkWs2yvGzYcmfgfHh9mXm/6vckSX5q/0W5F694O+/JapEy5ZSFm4847LAFcjTpgWWx8ZKrGYX17J/553Qs6dMVgzn5uKhh+TGRqNhKAcC4YR5awX869tOBI4IarMMOBsYB5wJ1DPGNLbWJvkbGWOuAq4CiIuLy5uE5lK/fv0A0VgjKgrjdxYrJbZ+fXILSSXUoUMHhg0bRo8ePWjdujX9+vVj3759pKSkMGHCBG6++WbS09NJSEhgwoQJpKSk0LhxY6y1eZPd+vTpw4YNG4iMjCQlJYWsrKw8we2SkpJCu3btMMbQvXt3LrjgAq677jri4+Pp2rUrXbp0oWfPnqSlpeXt59/fWktqaiq1atVi79695OTkBNQDfP3119x+++35ygFef/11Ro8eTUZGBtHR0cycOZOMjAwyMzPz2g8dOpThw4fnTbrr2LEjqamp/P3339x///3UqFGDyMhIxo4dS0pKSlhjArGMB193pYqRmVky097w4ZIfd3+4viV5D/aT87cW9u6NICYmh127onjggW7ccstfHHRQwf4SmZmGlJRBpKSsYe5cmah87LGd+f77JowevZZhwzZRs6b3hGzPnp5AQ5Ys+Y2IiJ1hjy0jowYLFjRBbDKwd+9PzJ1bSODfQhkMwK9RaZjA8WyuAAAgAElEQVStmWzMrAO04qt/d7BpR+ATu50Z2cwt4PPwzz/fk5SUFVCWmAj33RfNt98248ILN1TYR0KCHA3OVz537lzS0roCMkvxjTd+pXv33Xz0UW9AUvf9/fe/zJ1bsBl55cp6PPywzIh8+ukVDBmyrWwHX1xK+h2NiRFTfzX/nurvdPljCnrkn9fAmHOBE621VzjbFwN9rbU3+Nq0BF4C2gHzELHc1Vpb4H1m79697c8//xxQtnLlSjp37lzCU1FcEhMTufLKK/n8888reyj50GtcDZg925vuXxzuukscHN98s8yHVOGU5D2oxuf/22+wcSO0bw+HHCJlmZnwzDOSeOP22z23iVAkJkqkhEmTvNBq99wjkR1AXCrOOcdr36uXhFp7+WUYMAC6dQtvnN27e1bnBg1EH5Q0xLvraWY/l2s9fkZTrn+6DZ3bpbNybaAp+vDOe/n57cDIPKa3iMWcnKJTQlckwR50I0fKR/LGGyXrIEjWwRtukEyDS5ZI2bBh8NFHoY+5c6dnnQaxOA+t7OfEJf2ODhggPjrV8HsagP5OlxhjzBJrbe+i2oVjQU4EWvu244GAebDW2k3AWU7HMcDZhYljpXyJj4+vkuJYUZSqSc+esvS7A9Ss6W37xVEwubmwzTEm+v+vnXnAQP7Jen/9Jcs77pB4xldeCY88EuiuEAq/S8auXYW3LYqpUwOzzkU7Fu5gcXxw6wyeuSl/vLpD6mxgVVqbKiWOg9mwAeKdKfNDhngCecUKeVLgT4G9ZUvBx/n778DtYcPEzaIy/KwVpaII56u9GOhgjGlnjKkJnA/M9DcwxjQxxrjHuht4vWyHqSiKopQHv/7qrQc/UPzgA1muXAlJSeRj2zYR0o88ItvNmnl1p53mre/0eVHMm+dlwXOTfbz6av4QcaGIiSm6TbhceGFgIpHgWMeT7l3P95P/5O+PljO4d2q+/Rf1vYH1Z99adgMqB2JiPIuyP2vgyy+L1fuHH7wyv1/xn39KmLiUFPEjdxPQ+jMCOoGcFGW/pUiBbK3NBq4HvgBWAjOstcuNMWOMMWc4zQYDq4wxfwFxwGMlHVBRLh9K9UWvraJUPb76yltfvz60VXDKFHG/CObuu8XF4OOPZdtvQY6Kgi+/lHVXXCcnFyyEV60Si6efzMxA0Z6dLePzhagvMw7vnEbfrp6p+6Qjd9O/Z8F+1/Uj02gTE77/dGXgT/Ndr54Xhi4UfoF8333iovr55/DNN17544+DmwD2339RlP2asB4OWWtnWWs7WmvbW2sfc8oesNbOdNbft9Z2cNpcYa3dV/gRQxMdHU1SUpIKqf0Qay1JSUlE+3+xFUWpdPyP1tevh44dQ7dzBVROjlgSp0/3BLBLsEvkkCGSSMMVyP7Meq4LRs2a4CTqpG1bGD9e1jdvFgto9+6ynZsryTduvVV8Z8uaru0zWDTF8zNu3bwQNVkN+Oij/FE9IiPlZieYa6/1rPkzZnhPDvypqZ98UhKhDB8uSVF+/VVuYBRlfyUcH+QKIz4+nsTERLYXFBtIqdZER0cTH18tc8goyn6L/+d2xw7o0UMswsOGSdmuXdCwoazv2SPC6913Ja20X/DWqSPpjINp2lQe6V9/veeKASKeFy8WkeWKYJAscADffisWz+XLRRzvc8wu5X2PffelmzmkbUbRDas47vULxh8aD2S+VlwcpKbKzc9553l1M2Z4MZUvu0yWERHyeXj1VXllZwem7laU/YUqJZCjoqJo5wa4VBRFUcqc7GzxP61RQ0Tn1KlSHhEhAqlePYlQ4H+Q98knUrZiBbihz91H7PHxIpR79swfQQHggQdgxAiYOVNEr4tfqPknAbrRIf3+rq54g8CJZeXB49dV71zM69Z571UoIoP+9Rs39m5s+vYNrPvuO1kOHRr4dMBvWf7hB/AljlWU/YYqPP9WURRFKWuiouCEE0REuSmJmzTx3Bbq1cu/jxuG7Y8/PAHr4j4UKkgknX++LO+5R4TuZZeJVfLcc6W8eXPp07VSB2eBA7FcV5QFubrTti0cdFDB9X36iJvFTTfJ9sUXe9E8Csr75Ea/CEVZRfHYsAFeey3/RFFFqSxUICuKohwguALo669FGB13nGwvWuTFPw41SS8hQSyP06aJyPUzahSMGSOxkosiPV38WBMSxL/YWvE1NsZLH/3TT1Letq233+7d4n8MKpBLizFwySUwerTctFx7beERRK67TmJc+5k/37shCv48lJQrr5TX8uVlczxFKS0qkBVFUQ4ArBW/Xxc3HXF0tKRudqNUhEq8UaOGuGZ8840k/fDTujXcf79YocNhZwGBH2JjoVMnWU9OlgmDLqtXS34HKH8XiwOFjh3hscckBfWAAZJGGgLDwYHc0ARz1FEwYYKsJyeXzXjmz5dlcCQTRaksVCAriqIcAEyfHlqcNmsmVkVX4IZjEfT7D4cz79ZvFSxsQte118py4cLAfr74AjY5rsFqQS4f6tSRpd9yD9ClS+j2CQlyLX/7rfR95+Z6sbH9YQcVpTJRgawoinIA4GavC04n7E6+coVRo0ZFH8tN7HHyyQULKD/+NnfcUXA7NxGIOzls3DhZTpyYf7xK2eKGhPPfwIwfDyedFLp9TAwcfnjZJAxx010DPP+8LHNzS39cRSkNKpAVRVH2A2bNkgxooUhP9x6hB4f/evJJWZ5yCrzxBjz4YOH93HijPIafO1f6DI6KUBSFpa12BfLTT8vyiCPytwk1iVApPe51jIjwxPLo0YVf30GDxGfctf6WlM8+8yb7xcdLmMGIiPwprhWlIlGBrCiKUs34+mvxIfWH2zr1VOjcOTDD2apVsHGjxCEG8R31s3cvHH+8rBsjE+7cR+3BbNokIvqBB0o25kWLJENbVFTBbTp0CNxu3DjQheOBBwJjJitlh2uxrVFDhKlrxS+MI46QONYrVpSu7z175OZo1Chx8Xn1VSk/9NDSHVdRSoMKZEVRlGrG8ceLiHFdELKzvTr/pKpu3WR72TIRmu5EKJeCxHAoWrSA//2vcAtwYfTtG5goJBSHHirxksELVVa3rixPOgkefrjswoopgbiT7erVk+QhAwcWvY/rt37TTXIztmWLF46vKH75RW7YVq2SMHN16ojFOjlZnkyA3MApSmWhPzWKoijVjLg4WboTmnbtyt8mPV2Ec26uWOgaNKi48ZWG006TkHGuUHZFvLpWlC9uFJNjjgl/HzfByPffyxOMFi3CC/cH4r/8/fcSuWTlSrnOffpIJkeXuDiNi6xUHiqQFUVRqhmuFXfLFvEDPeUUr65pU3jiicDIEVu2BMY3fucdsQZXRYwRH+SuXWXbDTvXsmXljelAYPhwseb6P0tF4U8t/s8/svz884Lb5+bCSy95bV3mz/duhFatkuXZZ8PWrXDLLeGPR1HKkiqValpRFEUpGjeb3fr1gfGCa9WC7dslAcTrr3vlK1fCkUd62xdcUDHjLAsWLZKl6yutlA/GiF97cQgV4q9Fi4Lbf/UV3HBD6DpXILsuGi++CB98IJNBFaUyUAuyoihKNWH1aokVXFCyDX+IttWrvfXk5EBrX3XiySclXfWpp1b2SJRgoqKgX7/AssLCBLrZEF26dPEsxLfeKsuPP5b1Fi0kjGBxo6QoSlkR1kfPGHMSMA6IAF6z1j4ZVN8GmAI0cNrcZa2dVcZjVRRFOaC55hqJYAEiRIKF8qOPwuWXB5ZFREBOTvVNsHHnnZU9AqUw5s2TtNOupb+wSXr+rHuHHCJuQFlZkqrcDfE3dKi8QETy0qXyZOSRR8TXfsUKEdGmfE5HUfIo0oJsjIkAxgMnA12AEcaY4NDw9wEzrLWHAucDE8p6oIqiKAcyM2d64hgC00aD+Gxeemn+/e6/X5bbt5ff2JQDl6gocYXo3l2eUuzZU3DbtDRv3Y22EhXlieNgWraEzZsllNydd8rThJkzvayKilKehONi0RdYba1dY63NBKYDQ4PaWMCdAlIf0I+voihKGXLVVd56v36elc3l2mvFj9RPbKzXbtCg8h2fcuDSqpWknD7xREhKKrid38XCTUZSGAX5Mwent87Ohpfea0pahtqVlbIjHBeLVoAv9DyJQHB+o4eAL40xNwB1gZDTKYwxVwFXAcTFxTFXve8VpeqRmSnTx4vL8OFiDtofvtcleQ/K+fxbtepJenoMr722mKZNM9myJRroR8OGmTz77FIiItKcrgcD8Mwzy4iPTyM5eR9Tp9amZcv0/eLSlDn6eS8zMjI6sHlzM+bO/T5k/cqVbQAJcL1p007mzv0tZDuXnTubAN3ylU+cuImbV/Rjy7Y6THphAb8ua8xTz7dhyaYMRl6wOv+BXIYPF3N1QkL1v276uS13whHIoW7JgiMTjgDetNY+a4w5EnjbGNPNWhuQTd1aOwmYBNC7d287ePDgEgxZUZRyZfZsiRVWXMaOFVPSm2+W+ZAqnJK8B+V8/hER0L8/nHtufwB275bys8+uyaWX9s1rN38+/PEHXHNNz3IZx36Hft7LjG++gU8/haOPHkxERP56vyZr3rwRRWmA1q09FyE/n37qxfx75JEjadJAMuWkbmnK4LiUgg84diwMGADr1lX/66af23InHBeLRKC1bzue/C4UlwMzAKy1C4FooElZDFBRFOVAJzNTHiv7I1HUrw9r1sD48YFtjzpKJvMpSkXTpIkk9giVuAZkAl9EhCQTcdOfF0b79hI3+corZULfsmX5sz8uX1Ob736RLDLvf92QOYs0o4xSNoQjkBcDHYwx7YwxNZFJeDOD2mwAjgMwxnRGBLJOCVEURSkBmzdL5AmXBQtEXJx+emC7du28RBqKUtm4qadHjgxdn5EhAvfpp8WIGQ7XXQeTJklIuB49Aif6xdTxviR3jtwCwJyfYoMPoSglokiBbK3NBq4HvgBWItEqlhtjxhhjznCa/Qe40hizDJgGjLJWE0QqirJ/sOyv2mzcFlUhff3nPzJ7/9VX4b//hcRE+OILcRsMnpinKFUJN8PjrAKCvKanl224wZfv3gBA2xb7eOgqebD91JTm3Du+JdbK5D1FKSlhxUF2YhrPCip7wLe+AhhQtkNTFEWpfHbujqDXBRLZcuuXy2jWqPz+dbOy4LnnZP2tt2DhQlk/6ijo06fgcFiKUhUIfpoxdqxkQOzeHaZMgVdeKTzTXji89RZccomst2meCUBOriG6lmeTe/yNFkREWB55rSU75iylcYOcUIdSlELRTHqKoiiFcNMz3hSMFWvKN9vGmjXeuiuOAVatkkfMilKVOfhgbz03VzLi9ekj2+6csGOOKV0fF13kLI/dSKNYuVmNjBBx/NwtXsCtR16TiXwvvNesdB2GSWqqvJT9BxXIiqIoBbBtZyQz5zXI207aXb55b//8M3T59u3QvHm5dq0opaa1bzr/KafI0s2sN3euBF145ZXS9WGMuGq8fssf1I8Ry/Chh4hj8i0XbuPriX8FtN+wpeyc9HNz4Ywz4H//y183aBA0aCBtwsVasaxPmAB9+8K2bWU2VKUM0CzniqIoBRB3goRKO6RtBqvWR/PLn3U4+7jkIvYqOa5Arl/fC+Pm4vp3Kkp14IsvvHU3xfT27WXjJhQdDURa4ptmMfvFv+nfwzPddkrICGi7fVfZyZzkZAlj9+mnIm5BBPH778Mvv8j2xx/DWWeFd7xGjQLTb3/5pWchVyoftSAriqKEYPW/tfLW331sDS2aZPJPYq1C9ig9K1eKj+aiRfnr3NS8ilKVcX3o/Xz2mSyfeKLs+zvxyD3Uq+uZbZs1zAqo376r9JNrs7Nh2DB48cX8dR98AOed522ffbYnngtj9+5AcQywY0fpxqmULWpBVhRFCSItowYdzpQMXleeuZ3DOqXTqlkWP62oy6btUbRsmlXEEUrGn39Cp05wyCH5644+uly6VJQyJSvEV+Pii2WZkFD+/UdGQsYPv/Do5Bb89ndtfv8njJzWhTBvnpem/ZNPvPK1a0Uwb9yYf59//gn0xw6F+574ueUWuRHu2VNiQCuVi1qQFUVRgpi1WDJUnTEwmUn3SiiplL0RrN1Yi1Yn92DXnhBpwkrIrl0S5zgnRyzInTpJ+csve5Y3EP9GRanqXHMN1ChAWdStWzFjqFXT8si1mzio1b5SuVjs3u2J42CeekqidMyYIdtdu8KHH8p6hw6B8ZpD4T4lmjgRVq/2YkiffbZMbNRAuZWPCmRFURQf6elw7uOHAvDSHRvyynt08P7xHn+j7GbMvfACDBwIr78Oe/bAccdJ+dVXw6mnwk03yXZUxYRhVpRSERsrog+gY8dAS2pFCWSXpg2zSU2L4I/VJYs+c8cdBdf5JxuuWSPp3U880Su77TbJ/JdSQObrFi1EFF99tViLx43z6nbt0gl7VQEVyIqi7JdYK1m4Pv20ePv5U9k2b+I9Lx5/pxdCKivblHZ4eaxeLWO96iqxEp92WmD92LFqTVKqF25K9IYNxeXBpVevih1Hcoo86el+fldmLSh+hr3Nm2U5enRgecOG3vquXZLREuS3w51kN3GinG9srIRp9JOdDStWwOWXS1QOyB/+bswYEejTp+v3v7JQgawoyn7DG2+IX2BOjmSkmzABLrxQZodPnix/NO6rKLZ9tYwo359704bZdG6XDnhxV8uC9eu99eHDoVbQPEBTdlpcUSqEWEeLGuN9fuPiJGpDRXLJqUnUriUT+H5bXTxf5KwscYM45hgYP16e9ABccAHceKOsn3tuftena67Jf6xzzgnc3r1bju9Pt92ihbhofPutbE+YAP/3fzBihEwQVCoeFciKouwXZGXBZZfJn9d554nlFeQx5oknwhVXiEU5Pl58JMePl/qtW8XF4dlnZbtRIxh92nqaNsyfMW/eq2IK2raz7Pwd1q711rt3L7PDKkql0VJydFC7tuePPHVqxY+j28EZ7F3wK1GRuexODX/eQGqqZAXcts1zC7nhBrmxfucdqFdPyi68MP++AwYEzh0ASRc/b55MUly7VlypwLuRcDnzTBg82Euu4jJzZvHiKytlgwpkRVH2C1au9NY/+MBb9wvQiRNh0yZZv/56bzl/vvgM/vUX7NwJzRtmhuyjSYMcbjx/K+9+0Yik5NJP1PvxR/nzvPtu6T/UzHZFqW706AEPPSQ3oa4FOfjJSEVhDNSPySmWQPb/Zjz8cP76666Dr76CoUND73/qqZ4lGCSc26BB8rRo1izP37igmNA//ZT/ydGKFYHbqekRZJVf1nsFFciKolRzcnMlNNLw4fnr+vYtfN/t2wP/DN3wanEN9hW4T79ue8nJMWxPjsRa+GFZ3RL7CLpWtVGj5HGq67upKNUZY+DBB6FzZ29yaUGRLSqCBvVySE4pOprFokVw0knwrzPd4Ntv4bDD8reLjobjjy/8WIMHhy7fts0TyMEWZD9uNBuXefO8dWuh3llDGH7XQYUPQikVKpAVRanW9O8vf2juRJhatSQdbHa2WGaDWbLES1jQrJnELA1mUI9dBfZXO1qedaZn1GDeLzEMuLwTj00uWVSLmTPlsWrHjiXaXVGqPFOmwLHHQrdulTeGwizIc+fKb8jo0fJd/OILmDZN6tzJdyXlzDPzl40ZI8sbbihcZLs3z8OGiVvYd995de+/L8uP5zZk4vtNSjdIpUBUICuKUm2xNjDrXP/+Eqbt448hIiLQ+tOsmfgHHnYY3HmnVx6czWrhQjgkfm+BfdauJebil2Y0Y0eyWKXuf7kVp/z6WLHGvm+fCPtQFipF2V/o3h2+/rpyn47sy6zBrO/rM23LMfnqTj9dvvMTJ3pRK6ZOhYMOgrZtS9fvu+8GCtsLLvDWr7uu8Am4hx0mv28ffSTuGfPmQWampLT2Py0b/WQpB6kUSFgC2RhzkjFmlTFmtTHmrhD1Y40xS53XX8aY5FDHURRFKUt+/12WkyeLBXnGjMCZ861be223bJGEHCD1/keWbuxhKDoDljsr/vWZTTjnTi/d1edJRfhzBOHGOY2LK9ZuiqIUk70ZInVe3XhyvroBA0LvU5QLRThER8NRR3nbfreLDh3CP07XrvL7VasWHH54/nr1RS4fihTIxpgIYDxwMtAFGGGM6eJvY629xVrby1rbC3gR+LA8BqsoiuLnhRfEt/Hkk8VNwR82CUQIf/aZzDwPttYcfbSI1Fq14N57vfLGjQvvs1bN0k8nf+01yZgFKpAVpbz5+Bnxo9qVVS9fXUFWXP9Nc2nw+16fe27o8qII9RsR19CbJzHx/aYlGJlSFOFcor7AamvtGmttJjAdKGDuJgAjgGllMThFUZSCmD9fLMeXXioxRAvi1FMDH236adoUMjIk1umUKXDLLUXHHc7Myv+zOfrcbRhyw56sd+WVsHixrKtAVpTypUeHdG6/eAsr9rYhK0e+v5s3y3d99mwvmkR0tLwgMBlIadm0CZYvl5jJycmwY0fx9ncnD/vp1jaFORP+4sgeqdw7oRU5OWUzVsUjnCTlrYB/fduJwBGhGhpj2gLtgG8KqL8KuAogLi6OuXPnFmesiqJUBJmZEhy4uAwfLlPWK+h7PXJkH6Au/fr9zNy5qaU+Xps28po7l0Lfg9zmW7n6slxef6sjWdkRxNTNYl/tXViaMefoY4nynf8jj3Rm69ZoXnrp17yy7GwDDMrb3rDhB9LTQ4eVUyqAavJ5V4Io5nWLiosg0zbn7ZjeHDS4DYve+g3oAUCrVntYtSqWUaP+YcqUtkAkf/+9hKioAvJEl5CSpo+WGMiDA8oaJyQT0XY1vY/MYuFvXRnxZENGX/Fn0QfTz23YhCOQQ9lTCrKTnA+8b60NeS9jrZ0ETALo3bu3HVxQHBRFUSqP2bPFtFpcxo4VH4c33yzzIQWzdCls2CAW3yuu6F32HRTxHhw7Oo3nLltG3aMOY/ztiexIlvzUfb9ZSP0rLslr56aP9f/W3XOPLB9+WLo499z+ZT58pRhUg8+7EoJiXrcmvaN4HKi5KIPBsXPZfuqovLrVq2NJS4Po6PasWiXh3Y4//vAqFV3m668ltvT8+bJ98kHpDI6Lo9f5Wbz4Cqz/K47BcQVH38lDP7dhE46LRSLgm+pCPLCpgLbno+4ViqKUExkZkinv0ENlu6gJdeVJnWiL/XkJl5y2My/0W0ZO6Ax7c+bI0lqZLX/uufDAA3DttRU1WkU5sDkkIYOaJpNlW8SnaZejJVu0EPeq2rXF5eL118V1qziT6CqCY4+FZ57xtgd0kRNoUC+H045O5qfldfknsWYljW7/JByBvBjoYIxpZ4ypiYjgmcGNjDGHAA2BhWU7REVRFOHll+HFF73tESMqbyx+omvKQ7X0HPmD2rUrcMb6kCGSXnbnTvFBPPLIShikohzAREVC15j1LNsqMcv//lvK16wJTBmdkCAp64uai1AZ9Ooly4cegg6t0vLKD46XCXtHjOxcCaPafylSIFtrs4HrgS+AlcAMa+1yY8wYY8wZvqYjgOnWljSnlKIoSsHs2CEuFX7KciJNaahbWyzIKVkyw2fq1MD4pyACOcVxaWzQoCJHpygKQK+Yf1i6pTnLdrbOs8a6k/KqAzVrylOoBx8MLD+4tQjkpN2R7NoTwVNvxpGxrwoq/GpGWIFGrLWzrLUdrbXtrbWPOWUPWGtn+to8ZK3NFyNZURSltGRk5Hc39IdMqmyaNcwCYHuGhJHyZ+eLdGZ67N0r5wHyOFdRlIqlZ701bE+ry/fbxH/immsqeUBlxOVDvbAYp9x0MHe9FM+s7zVvfWnRTHqKolRptmyRdKsuzz4rZW+/XXljCiausUTq35oey7x5kkLaxc3GlZoqWf6gelmtFGV/ISF6CwDLkyVg+l37iUkvupblrGPEJ/nH3yVmXdLucGIwKIWhAllRlCrNeefBF1/I+ooVcOutEju4Vq3KHZefhvVEICdn1mHQIFi71qtz/aT9FmQVyIpS8TSrKUl+V+0RP+T9ydXplXvXB2xv26kCubSoQFYUpcoydaqXEnrFCuhcReeg1I+RyJa7MuvmlUVFwccfwymnyPbevZ4FWV0sFKXiaRy1B4CvN3floIMgNraSB1SGNGkQGF132y4VyKVFBbKiKFWSxES4+GJZf//9qiuOQR5xRpks/t7jpcWbMQOGDvWydK1ZoxZkRalMYiIz8tbPPrtqRqooDZN8VuRtO0OHnFTCR28xFEWpkvzvf7K86CL5M6vKGAP1I/fyh+PbCNCokSzrOkbl66/3Ul43aVLBA1QUhboR6XnrPXpU4kDKiSuG7aBx/WzundCSrepiUWrUgqwoSpVk0SIRkm+9VdkjCY8dWQ34OemgvG3XclzX87rg3Xdl2dqfeklRlAqhbg3PgnzCCZU4kHLCGDjr2GSaN87m259jOeOW9mxNimTLDhXLJUEFsqIoJWL+rzFkZ4ffftEi+Oyz8Npu3QpvvAGdOlXfx6CuMPYLZIArrpB4poqiVCyRNXLz1ps1q8SBlDOHdZIkIp/Ob0DzE3vS4qSe5OYWsZOSDxXIiqIUmx9/r8vAKw/h0cktwmqfmwv9+sHpp+cXyRs3wgcfSAD8tDS4+Wa4/Xapy8ws44FXIBERsoyJCUwR656boigVz9BD/mRc36mVPYxy5bHRG/OVLfytboiWSmGoQFYUpdis2Sgm0Mkzm7BgaV2ueqwN2zILjpnUwqejv/0WcpwJ18uWQXw8nHMO/PILvPoqjBvnxTj++OPyOoPyZfx4OPhgb/s///HWXd9kRVEqno/Pn86NnedU9jDKleha+RMaz18aUwkjqd6oQFYUpdi88qGktUvcWpOjr+jEqx815Za/8qel2rhRolFs2ybbNWvCc89B8+awezdMnOi1Xb5cxLNL166Bwrq68MEHMHp0wfX16lXcWBRFOTBZ+u4KGsZ6PnB79kYU2j41VVzbFA8VyIpygLN7NxxxBPz6a9Ft0zIM/yTWZN4v9bjk1CRi6nixN1Oy67q9mtYAACAASURBVORrHx/vTUh77DE47TRZ37EDfvpJhHP79pJG+vXX4ZNPvH0POijf4aoFp59eeH1VSnCiKMr+Sc+O6dx/+ea87ZQiBHLv3mK4UDxUICvKAcx770k2qZ9+gjvuKLzt01PiiDn6UA4e1h2A2y7ewtQxXsq4CBMYqD4ncJN+/QIn3J1wAixdKiL6sMPgu++k3I3+cNhhJTqlSuPOttMBSRASirlz4eGHK248iqIc2Ph/b1PTC5Z7ubmwalUFDKiaoQJZUQ5grvF5RRQWm/fLH+tx54vxWOv94nZpl0G7Vt4suhwrFooNG0Qcv/OOt3/dujBoEDz1FNx3n1e+dq1EqvD75c6ZA7t2wYMPlvi0KoUnO0zGjhxVYP2gQfDAAxU3HkVRDmyia3qhKwqzIE+a5K1fd115jqh6oQJZUQ4w9u4VYXrTTZCcLGWRkfD997BnD1w/oTNJyYE/pjc/Gxi4d/L964iIgINbe3FFd2TF8t2WQ2jbVnyLR46U8tat4bffJKpD+/bwyCNw993esQYN8qzGp5wi7h4NGlTf8G6KoihVgcuH7eDdR9fQp8veQi3IS5Z46xMmlE3fO3bAXXdVb7/msASyMeYkY8wqY8xqY8xdBbQZboxZYYxZbox5t2yHqShKWTFypPj3vvCCbD/5JDRuDP/+K2J1/Kdteex1mR33wdcNOH50B1LSRDBfPnQH/bqnctnQJADqRFtyFy9h+JCdJGXFMn3tEQB8/rnX3y+/5PcnHjPGWx80yEvBvD9mt1IURakMoiJhxEm7iI3JKdSC7P+9btmy9P1+8IHMK3nqKfFrTkws/TErgyLTqxhjIoDxwBAgEVhsjJlprV3ha9MBuBsYYK3dZYzZj0NwK0r15oMPvPVPPoGTT4aEBDj/fPEJBkhJq8H0Lxoy4l5P2XY/OI3X7l+f73jGQOP62SRlxbLcSbU8a5bUTZkS2nUjMhLuuUfqWraEJNHbeamYFUVRlLJh+T+12ZIURVqGIXgq9bZtEm2oRQu45BIYO1Zi0hf3Cd7mzZCVBW3aBIa1BLFQx8eX6hQqhXDyD/YFVltr1wAYY6YDQ4EVvjZXAuOttbsArLXbynqgiqKUHGth8eJASwFAz54yqey880Qgu7z5aRP++Kd2QNsVawO3/TRpkE1SVjPmb6tPZCR5Gfa6dCl4TI895q2/9JL4HnfvHu4ZKYqiKOGwJUlmDr/8flNuDapbvVqW998vT/IyM0UwF1fQupZna+V/Zb3PlrJhQ8nGXdmE42LRCvjXt53olPnpCHQ0xnxvjPnRGHNSWQ1QUZTS88MP4tv70EOB5Q0beuu33eatZ+cYfvw9hlOPSs4rG/cf/89AII3reyEr/Fnj2rYNb3zt2sGVV4bXVlEURQmfryf+BcCY18R1Ltca3n5bLL5ujPq+fT0DxbhxsG8fbN8e3vGtLy/Jrl2BgtgYuPFGiZTx+++lPZOKJRwLcihDe3CalkigAzAYiAfmG2O6WWuT/Y2MMVcBVwHExcUxd+7c4o5XUZQS8MUXcUDnvO2rr/6H9evrsGTJqrxHaXXqNAW6Uqd2FmnpYnFoFL+dO27ewIo/G9B10B/MLWDCxTYiAJnIt337CkBMx3/8Mbd6TrbLzCz+7JLhw8Ucr79r1YuSXGvQ613ZlPQ7GhMjPmXV/boV4/xrtNnKqAvhzXc6MuP4S1m0MoHnLoFJk7azYIEkfVq+/CfatEmjbds+fP99OiefnMu33zZj1qz51K6dU+jxN26sDcj8k1atsklPj6Rx430MGbKV6dPbAFC3bg4ZGRFMnLiETp1SSn7eFUg4AjkR959PiAc2hWjzo7U2C1hrjFmFCObF/kbW2knAJIDevXvbwYMHl3DYiqIUhbWSsvnQQ73sbY88AsOGQbdu7Z1WXqq6LVtkeU7/bWxKqcecn2I5pXsE55+YBWwH4grsK71N3bz1887rQny8RMU45pjBZXpOFcbs2TLLpDiMHQutWsGbb5bLkJRyoiTXGvR6VzYl/Y4OGADr1lX/61bM839ps7SdNa4J9RukAuSJY4BjjulL69Zw+OHw229181wvOnU6mnbt8h8vN1dCdsbHSxx9l/R0kZU9e9Zi2rQ2tG8v7nQZGTJJcOXKwzn3XJkYXtUJRyAvBjoYY9oBG4HzgeCpNB8DI4A3jTFNEJeLNWU5UEVRwuePP+R/YM8er6xhw8AYxMGcdhrceivcf+RKNtkWXPtkG07ot6fgHXw0aeClNO3eXV7X5M88rSiKolQCD161iQ++aUiveqtZlpl/skcdZ/Zehw7w4Yde+WefwQ035D/ekiXwxBMF99exoywfeihwvskLL4h/8scfF/8cKpoifZCttdnA9cAXwEpghrV2uTFmjDHmDKfZF0CSMWYF8C1wu7U2qbwGrShK4XzwQaA4BpmlXBgxMfDss9AgJpsuB2Xw3aS/aFS/8EdrLo3ri0CuHbGvJMNVFEVRypH28fLbvC+3JinZ0fnq/QLZz403hg7T9s03Bff1xBPyXwISsWjAgMD6Tz6R8J9VnbDiIFtrZ1lrO1pr21trH3PKHrDWznTWrbX2VmttF2ttd2vt9PIctKIohbNhg+dW4XL22eXXX2PHgpyeU6v8OlEURVFKRO1aFmMsqTnRJO2LyVcf7Wjm1j6H2po1Zbl5c2Dbv/6SJCB+/Fbmvn09wQ2wYIG4YdT1PPE4/PCqH91CM+kpyn7Ihg3QubP3GGvp0sDkHGVNbF1JaXpCy2o2TVlRFOUAwBiIqZNLanZtNqZ54YtOPFEiT7iTqbt18/Zx5zHu2BF4rCef9NanTZN49+PGeWWDBuXvv08fiYrht0b/9VfJzqWiCMcHWVGUaoS1Etuyd28YOjQwBE95YQysGXAxzdrWxpmHqyiKolQhYmrnkJoTKJAbNYIGDbw2LVtCWppYlJOS5Ld9yRJJKOXiWpbr1w+Mn79mjbj2RRSQtK92bZnXOmOGzFPp1KkMT64cUIGsKPsZkyfLJO17763YftvV3gJRwSHSFUVRlKpATJ1cEvc2IS3bc4WrXz9/u9pOTqgmTWRytxvhyCUzU5Z+lwkgZLSLUJx7bpgDrmTUxUJR9hOsldeDD8LAgXDppZU9IkVRFKWqEFM7l1VprQPKQglkP7GxsGyZ+BW7rhYHHyzLyZPLYZBVCBXIirIfMGkS1Kghr02b4JhjCn7MpSiKohx4xNTJYW26hDPq21fKgq3AwaSlySS7xYsl7HKSLz7ZMceU00CrCCqQFaUaM348xMXB1VcHlgdHsFAURVEObJo3zspb79VLlsHhQINxU1G7/N//QXKy+Ca7vsj7KyqQFaUaYi38+itcf733A3bSSfDRRzI5b8SIyh2foiiKUrXo2MaLU+8K5NT/Z+++w6MqsweOf++U9ELvIKBUEQQisFIM9rp2V6zoKuva64quq659bdh1d13l51qwrrrigoBGeu+9BgiBkEJ6mczM+/vjnTslmSSTZNLP53l4SGbmTt5pd84997znLax+m08+Cfw9M1OfsUxO9nW+aK0kQBaiBfrTn2DUqMDL3n1XLyO9apWeiSyEEEKYBvYpBaBdRBFTp8LNN8Nf/lL9NhWTLTt2QF4e3H57w4yxOZEAWYgW6OWX9f+RkfoIv6gI+vZt0iEJIYRoxgZ4Msi5jliio/Uku5qSKRWzxObiHgkJDTDAZkYCZCEaWUGBXr5z5Eid7S0u1jVdb78NpaU1b+8/SeK88+CaawJXLRJCCCEq6tejrOYbBeG/VPTBg/r/uMqL8bU60gdZiEZ27bXw3//qn8eMgfvv1xMl3n9fT3q49dbqt9/kWaxu7Fi9jRBCCFGTdvGuOm23eDFs3Qonnui7rC0EyJJBFqKRmUfgpk8+8QW6GzbUvL152w8/hI4dwzs2IYQQrVNUZN2XVR06FC6/3Pe7BMhCiLBTCi64AB56SP+ekeG77u23dV1YWTVnwsxZxb16NdwYhRBCtE5do/LqtJ3/PBcJkIUQ9fbTT7rO+Lnn9ISHDRugTx948UV45JHKt7/lFoiKgjffDH5/PXvqFjvS61gIIURtbPvNzWy6+LE6bXv66b6fJUAWQtTL3LlwzjkwYAD8+c++y888U///+OM6I7x6NaSkwMSJvtssWhT8PvPzfT0shRBCiFANjj1I56iCOm172mm+n6OjwzSgZiykANkwjHMNw9hhGMZuwzCmB7l+qmEYmYZhrPf8uyX8QxWiZcnIgPPP1z+np/sunzYNLrtM/xwVpbtQjB6tdz4//ACPPgqJieB0Bt5fXp6+rqAA2rdvnMcghBBCQOCy1K19kRAIoYuFYRhW4G3gLCANWGUYxvdKqa0Vbvq5UurOBhijEC3SZZeB2+37ffhwvQLRKadUvU1CAjz7LGzcqEsxlIKlS+HUU+Gee+D//k/fTuqPhRBCNLYdO3RHi7YglAzyGGC3UmqvUsoBzAIubthhCdGypafrwBbgo4/0/6NG6dZslhA+dRdfDHv36pKLCRN0zbIZHIMsJS2EEKLxDRyoV2xtCwylqm/7YRjGFcC5SqlbPL9fD4z1zxYbhjEVeB7IBHYC9ymlDga5r2nANICuXbuOnjVrVpgehhCNY9u2eO6772SsVsWNN6Zy1VVp3us++aQPK1d2YPr07dx44xjKyy3ce+9OLr44nc2bE+jVq4R27cpD+jt5eXYuuWR8pcvtdjeffrqcTp0cYXtMleTng60OLdIPHQK7vXUs6VeX56A1Pf62RN7vLVNdP6NxcbpNUEt/3eR9W2eTJ09eo5RKqul2oQTIVwLnVAiQxyil7vK7TUegUClVZhjGbcBVSqnTg9+jlpSUpFavXh3CQxGi+TjrLJg/X/9stepuEv/+t17845dfAm9rsUB5eWgZ42Aq1nhddBF8910j1H7NmQOdO9d+u+nTdYuNmTPDPqRGV5fnoDU9/rZE3u8tU10/o+PHQ2pqy3/d5H1bZ4ZhhBQgh/LVnQb09vu9F5DufwOlVLZSyuzc+k9gdKgDFaKl+PZbHRz/+c/6n8sFCxbAXXdVDo4BFi6se3AMsGWL/jtJno/xCSe0jYkRQgghRFML5et7FTDAMIx+hmFEAFcD3/vfwDCM7n6//hbYFr4hCtG0lIK//x0uvVT/Pm0a3Hef7/r//U//v2OHrhUGWLkycP36uhg6FJ55xve71B0LIYQQjaPGAhallNMwjDuBuYAV+EAptcUwjKeA1Uqp74G7DcP4LeAEcoCpDThmIRqNUrq0YfZs/fvs2b4gOCMDzjgDNm/Wv/fqBcuWwQcfwMiR4RvDRx/Bvn3Vd78QQgghRPiEVOGtlPoR+LHCZY/7/fwIEGRNMCFatv37dVAcGalLvpKTfdd16QJXXw2PeRYlionR/x6r2yJFVRoyRP8TQgghROOQlfSEqMaaNfr/RYsCg2PTgw/q2uCnnmrUYQkhhBCiAdWhR4gQrdfOnbqkonNn+PVXXUtss8FJJwW/fWSk3kYmzwkhhBCthwTIos1TCp54Qned+PVXfdnOnb4Wk+PG6SWhqyLBsRBCCNG6SImFaPNmz4ann/YFx2+8ERgQf/ZZ04xLCCGEEE1DAmTRZq1apZeD/uMffZc9+6zua3zwIDz8sF4yug0vOCSEEEK0SVJiIdqco0fhggvAfyHHc8+FH3/0lUt06gQvvNA04xNCCCFE05IMsmh2PvlEB6qPPw7vv69bpxUU+K53OuGll2DXrrrd/zPP6ODYatXLRP/6qy6zkFpiIYQQQoBkkEUzs2MHXHed/vnpp32Xd+2qW60VFMDvfqezwB98ANuqWbNRKb3AxrRp8OKLMGqUvnzDBj3xbsmS+i0FLYQQQojWScIDUS9FRfD99+By6YC0PtLTYfBg/fOcOb7LBwzQJQ9JSTB5sg6OQXeaKCkJvI/cXB1gR0Xp4Pf442HBAhg9Gl5/XWeOFy6E006T4FgIIYQQwUmIIOrM4YCLL9b/3nsPevbUyyL/8osukwBwu/X/JSUwdy68805gIH3kiC5vSEvT5RSgu0iccw6UlsKxY7B1qy6DGD4cEhJ0APzSS/q+L7lE38b02Wf6b5eV6d+jo3XGGeD++/VyzRYL3H57wz43QgghhGi5pMRC1Nn33+vsLMB990F5OTz5pC5rABgxAs48EzIyArcbPBhOP10H0zfeqC+7/HLdVeKss3QXCdCLcERG6p/79YP16311wjk58NBD8NNP8NVXcOut+vLUVP1/WpoOnAcOhIgIaN9eB/EAd9wBffqE+9kQQgghRGshGWRRZ3PmQGKibodWXq4vM4NjgOefrxwc22zwpz/poNUMjqOi4Ouv4cABnY2uiv8kug4ddGYZdI2xudTz/v26rKJnTxg2TP8d0GN88EEdGN93X90fsxBCCCFaPwmQRZ08/DD8619w3nnw2GP6si5dAm/z6ac6g+t26xKJ+fPhuedgzRodUMfH6xIL/3ZqZjlEKIYMgaFD9c9PPKHv+4svgvct7ttXl2Xs36+z0UIIIYQQVZESC1FrTqfuCgH6/7g4yM7Wdb9Op55El5Skr//uO535nTRJ/24u3zxkCGzerOuB77kH+vfXZRGdOtVuLH/9K1x5pf75z3/W/5t/SwghhBCiLkLKIBuGca5hGDsMw9htGMb0am53hWEYyjCMpPANUTQGl0tPilu8WE++Mx05ov/5M5de/uwz6N1b/9yhA3Tvrn8fPVq3ZCsr83WlME2YoEscPvoosIvERRcFrmgXqjPO0P2MTR06+OqRhRBCCCHqosYA2TAMK/A2cB4wFJhiGMbQILeLB+4GVoR7kKLhXX+97vgwcaKu1XU64ZVXdNDbvbsvO/vDD3DDDTooPeecqu9vwgRf/a8/qxVefdWXYa6v9u11h4xjx+DLL3X2unv38Ny3EEIIIdqmUDLIY4DdSqm9SikHMAsINpXqaeBFoDSM4xONYPlyX1YY4M03wW7XgbLp1Vfh73/XmV7QGeL27Rt3nFWx26FdO7jiisBsshBCCCFEXRiqhtUdDMO4AjhXKXWL5/frgbFKqTv9bjMSeEwpdblhGCnAg0qp1UHuaxowDaBr166jZ82aFbYHImpHKXC7DTZtSuC++0YC8Nlny8jMjOTuu/WSc48+uo3x47P45pue/Otf/b3bPvXUZiZOzGqScYtGkJ/vKxavjUOH9NFKsFmSLU1dnoPW9PjbEnm/t0x1/YzGxen6v5b+usn7ts4mT568RilV43nsUJ5dI8hl3qjaMAwLMAOYWtMdKaX+AfwDICkpSSUnJ4fw50VDeOwxePZZ3++zZsHvfvcbAPLy9Op1v/vdEAB27/bd7skn4S9/GdaIIxWNbs4c6Ny59tvNmKH7682cGfYhNbq6PAet6fG3JfJ+b5nq+hkdP143zG/pr5u8bxtcKAFyGtDb7/deQLrf7/HAMCDF0I1quwHfG4bx22BZZNG4FizQrc1uvlmXUjz2mG9xD9B1xytX6p7BJrNtm+mGG2DJEr1fqctEOiGEEEKIliSUAHkVMMAwjH7AIeBq4BrzSqVUHuBtzlVdiYVoGB98oJdnjonR2d9TT4XkZB0Qv/WWvs0LL8CuXYHb/fKLvl1N2rWDzz8P96iFEEIIIZqnGgNkpZTTMIw7gbmAFfhAKbXFMIyngNVKqe8bepCiagcPwu9/H3jZ1q3w/vuBl5nB8WWX6duffXbdypeEEEIIIVq7kEIkpdSPwI8VLnu8itsm139YIhTz5ulFMux22LgRCgp0Bjk+Hr76CrZt0/9nZcG4cbpV2223BS7ZLIQQQgghAkkOsZk5cgS2b4dBg+Dee/WiF2eeWfl2//2vbmvWsaMuf6i4IMfYsb6fe/XSq9QJIYQQQoiaSYDcTBQWwsUXw88/69+7dNGLXnzxBfTrB/v26csTEnR3F9Ar1v30k149TgghhBBChEdIS02LhrF9O7zzDrjd8Je/+IJj0MHxBRforhH+K8OZwfG0aRIcCyGEEEI0BMkgN5GsLBii2wxzxx36/xEj4OOP4ZlnIDFRd6Cw2/V1u3bpvt7m70IIIYQQomFIgNzItm6F446Dq64KvPyqq+DRR3U/4mALDA4Y0DjjE0IIIYRo6yRAbkBK6RUtS0t1O7azzoKMDN/1r78Od94J2dl1WxBHCCGEEEKEn9QgNwCldHu18eMhNhbat4fhwwOD46QkuPtusFgkOBZCCCGEaE4kgxxmJSUwapSegNehg56AZ4qM1EvAr1ihF+oQQgghhBDNj2SQw2DXLh0Y33ijXu55+3Y47zzdieLZZ+Ghh3T3iexs6NZNt3OLjm7qUQshhBBCiGAkg1wH27fD/v2wYAG8+67uYWyaOFEv4HHHHWC16ol3QgghhBCi5ZAAuRays+H992H6dN9lPXvqPsUxMXDOOfC3vzXd+IQQQgghRP1JgFwNpcAwdB3xm2/qpZ9BT7z70590u7YbbtC3EUIIIYQQrYMEyBU4nXqBjj179P8VvfACXHIJDBrU+GMTQgghhBANTwJkj8WL4eab9YS7qmRlQceOjTcmIYQQQgjR+EIKkA3DOBd4HbAC7yulXqhw/W3AHYALKASmKaW2hnmsYaUUbNwIJ54IK1fCNdfoAPiWW3RN8cCBcMEFutvE5s0QFyfBsRBCCCFEW1BjgGwYhhV4GzgLSANWGYbxfYUA+FOl1Hue2/8WeBU4twHGGxZKwbXXwmef6d7EZWX68ueeg0ceqXz7pKTGHZ8QQgghhGg6oWSQxwC7lVJ7AQzDmAVcDHgDZKVUvt/tYwEVzkGGS0mJnlQ3bx7k5elV7EC3Zrv5Zpg6tUmHJ4QQQgghmgFDqepjWcMwrgDOVUrd4vn9emCsUurOCre7A7gfiABOV0pVquY1DGMaMA2ga9euo2fNmhWWBxGq/ftjuO++kxk0qIBBgwq45poD2O1u6UIhhL/8fLDVYXrCoUNgt0PfvmEfUqOry3PQmh5/WyLv95aprp/RuDh92rilv27yvq2zyZMnr1FK1VgbEEqAfCVwToUAeYxS6q4qbn+N5/Y3Vne/SUlJavXq1TWNL+yKinSbNiFEFebMgc6da7/d9Om6MfjMmWEfUqOry3PQmh5/WyLv95aprp/R8eMhNbXlv27yvq0zwzBCCpBDWWo6Dejt93svIL2a288CLgnhfpuEBMdCCCGEEKI6oQTIq4ABhmH0MwwjArga+N7/BoZhDPD79QKgmmZpQgghhBBCNF81FrAopZyGYdwJzEW3eftAKbXFMIyngNVKqe+BOw3DOBMoB44B1ZZXCCGEEEII0VyFVOGtlPoR+LHCZY/7/XxPmMclhBBCCCFEkwilxEIIIYQQQog2QwJkIYQQQggh/NTY5q3B/rBhZAL7m+SPCyGEEEKItug4pVSNPfKaLEAWQgghhBCiOZISCyGEEEIIIfxIgCyEEEIIIYQfCZCFEEIIIYTwIwGyEEIIIYQQfiRAFkIIIYQQwo8EyEIIIYQQQviRAFkIIYQQQgg/EiALIYQQQgjhRwJkIYQQQggh/EiALIQQQgghhB8JkIUQQgghhPAjAbIQQgghhBB+JEAWQgghhBDCjwTIQgghhBBC+JEAWQghhBBCCD8SIAshhBBCCOFHAmQhhBBCCCH8SIAshBBCCCGEH1tT/eFOnTqpvn37NtWfF0JUpagIXK7ab5eTAxER0KNH+MfU2OryHLSmx9+WyPu9ZarrZxRax+sm79s6W7NmTZZSqnNNt2uyALlv376sXr26qf68EKIqc+ZA5xr3HZVNnw49e8LMmWEfUqOry3PQmh5/WyLv95aprp/R8eMhNbXlv27yvq0zwzD2h3I7KbEQQogwU0rhcqumHoYQQog6kgBZCCHCSCnFDR+s5MI3Fzf1UIQQopKD1hjW7M9BKTmIr44EyEIIEUbrDuayaFcW2w7nN/VQhBCikjM7ncvl7y7jX4v3NfVQmrUmq0EOpry8nLS0NEpLS5t6KC1OVFQUvXr1wm63N/VQhGjTZszb2dRDEEKIKpUZVgAW787ilon9m3g0zVdYA2TDMKzAauCQUurC2m6flpZGfHw8ffv2xTCMcA6tVVNKkZ2dTVpaGv369Wvq4QjRpm07XABAbIS1iUcihBCVjXFksjKiM5kFZSilJN6qQrhLLO4BttV149LSUjp27CgvVi0ZhkHHjh0l8y5EM1BarlsvuaS+TwjRDBUY+kzzlvR85m3NaOLRNF9hC5ANw+gFXAC8X8/7Cc+A2hh53oRoeg4MCsucALjdTTwYIYQIotCw0TE2AvCd8RKVGeGaxWgYxlfA80A88GCwEgvDMKYB0wC6du06etasWQHXJyYmcsIJJ4RlPG3R7t27ycvLa+phiJYuPx9sdai+OnSIeQUJ/FQQz98mRWNpyQdtdXkODh0i14jg3t2diLVDiRM+OCe2YcYnwqce73fsdpAFr5pGHT+jxMVBWVnLf93q8b69M7UbY3pGsPSQk9N625gyODL842vGJk+evEYplVTT7cJSg2wYxoXAUaXUGsMwkqu6nVLqH8A/AJKSklRycuBNt23bRnx8fDiGVCfJyck88sgjnHPOOd7LXnvtNXbu3Mk777xT6fapqalceOGFbN68ucr7TE1NZenSpVxzzTUArF69mo8++og33niDmTNnsnr1at566y3ee+89YmJiuOGGG5g5cyZnn302PWq50k1UVBQjR46s1TZCVFLXBvQzZjB19L2Agu5DSR7cNexDazR1eQ5mzGDncUOg0zl0bRfL3swiKu7jRDNUj/d7W19woUnV8TPa5hcKmTEDx6i7GNjvONZmHaBb9x4kJw8L//hagXCVWIwHfmsYRiowCzjdMIyPw3TfjWbKlClUzGrPmjWLKVOm1Pk+U1NT+fTTT72/JyUl8cYbb1S63W233cYNN9wAwMyZM0lPT6/z3xSiKeRYo7w/P/TlxiYcSdM5ZujTlubpS+kzKoRoTsoMKw7DSnyUDbvV3rW5hAAAIABJREFUgsMl+6iqhCVAVko9opTqpZTqC1wN/KyUui4c992YrrjiCn744QfKysoAHdymp6czYcIEHnroIYYNG8ZJJ53E559/Xmnb1NRUJk6cyKhRoxg1ahRLly4FYPr06SxatIiTTz6ZGTNmkJKSwoUXVm7w8eSTT/Lyyy/z1VdfsXr1aq699lpOPvlkZs+ezaWXXuq93bx587jssssa6BkQou7e6j7G+7PD2TYLcI9ZzABZn7KU1fSEEM1JoVXvo+IibURYLW12Xx2KZtUH2d9f/7uFrenhbbQ/tEcCT1x0YpXXd+zYkTFjxjBnzhwuvvhiZs2axe9+9zu++eYb1q9fz4YNG8jKyuKUU05h0qRJAdt26dKFefPmERUVxa5du5gyZQqrV6/mhRde4OWXX+aHH34AICUlpdoxXnHFFbz11lu8/PLLJCUloZTigQceIDMzk86dO/Phhx9y00031fu5ECLc1sV2J0K5uGj0cSzfm93Uw2kSuRYdGHeM019CLqWa705WCNHmFFr8AmSbhXKXBMhVCftKekqplLr0QG4u/MsszPKKxYsXM2XKFKxWK127duW0005j1apVAduVl5dz6623ctJJJ3HllVeydevWsIzHMAyuv/56Pv74Y3Jzc1m2bBnnnXdeWO5biHByGQbjy44SZbdQ5nQ19XCahDeDHKcDZelkIYRoTgrMDHKUjfyS8jabzAhFs01uVJfpbUiXXHIJ999/P2vXrqWkpIRRo0bx0Ucf1bjdjBkz6Nq1Kxs2bMDtdhMVFVXjNqG66aabuOiii4iKiuLKK6/EVpeZq0I0MKdhwUo5ETYLZeVtMzLMNSKIsFmIi9SLhEgv5Nav2OHkie+2MG1SfwZ0bbpJ5kKEosivxCK7yAHA4bwSuidGh3wfOUUO7pm1jmvG9OG8k7o3yDibg7BnkFu6uLg4kpOTufnmm72T8yZNmsTnn3+Oy+UiMzOThQsXMmbMmIDt8vLy6N69OxaLhX//+9+4XDqDFh8fT0FB7foMVtymR48e9OjRg2eeeYapU6fW7wEK0UBchgUbikiblbI2WNdWZliZGTuAhCibt8Wd1CC3fik7MvlyTRp/X7i3qYciRI22RuvOF+1i7N7L1h/IDXl7pRR3fbaWRbuy+Pfy/WEfX3MiAXIQU6ZMYcOGDVx99dUAXHrppQwfPpwRI0Zw+umn8+KLL9KtW7eAbW6//Xb+7//+j3HjxrFz505iY3X/0+HDh2Oz2RgxYgQzZswI6e9PnTqV2267jZNPPpmSkhIArr32Wnr37s3QoUPD+EiFCB8nFqxKEWmz4HC5cbex4HBJfG/KDCsxETasFh0gt7XnoC0yJzntypAFF0Tz99c+yQB0ivP1Pv7jJ2tZEWKpxZ7MIpbs1rd1t/IzZHKuPohLL700oD2TYRi89NJLvPTSSwG369u3r7cH8oABA9i40dfa6vnnnwfAbrezYMGCgO3M3qhTp071ZoSffPJJ7/WXX345l19+ecA2ixcv5tZbb63X4xKiIbkMA5tyE2nXx90Ol5soi7WJR9V4Cqz6C+eda0ex9sAxQEos2oISz9Lih/NKm3gkQoSuQ2wEX//xVC5/V3fc2nQoj7H9O9a4XX5puffn1r57kwC5BRg9ejSxsbG88sorTT0UIarkNMwMsg6Ky5xuouxtJ0AutejdafvYCG+JhWSQW7d91jjmb80ApJxGtAyn5aVyJKY9dquF3u19dcflIfZDLipzApAQZaOg1NkgY2wuJEBuAdasWdPUQxCiRi7Dgk0pImw6g6w7Wdir36gVKfEEyNF2qy9AlpipVft9+wns3X4U0GcaRcuggA0Hczm5d7umHkqjU0CU8gS50b79c6jt3go9QfHg7gms3JdDYZmTuMjWGUo2uxpkWXmqbuR5E01Nd7FwE2kGyG2sk0WpX4Bs9exZpcSidSszfF+hsg9uOb6OOo5L3l7C3C1HmnoojU4ZBlb0e9XcV0MtAmRPBtk8uBj19Lwwj7D5aFYBclRUFNnZ2bKjqSWlFNnZ2WFtLSdEbbkwsHkm6YGuQW5LSiw6GxNps2Cz6Odgf1ZRUw5JNDCrUkwe1JkxfTtQWt42e3+3RNvsOrjbn932Pp8uDG/g53/WI5QSC5dbkXZMNw4Y0Us/h615Jb5mlRfv1asXaWlpZGZmNvVQWpyoqCh69erV1MMQbZjOIPvVILfBDHKkcmGxGMRE6OfgmvdXsPe587FY5PR7a1Rs2OiWGE2HWLt3YmZroJQip8jhXfCmtcn1LOhjHsi2JW7DwELlYLimDHJpuYvBf5nj/f2knolhH1tz06wCZLvdTr9+/Zp6GEKIOtB9kH1dLNraanqlFhvRnto+m9X3xfvT1gzOHdatqs1EC1Zs2IiJsBJps+J0K5wud8Br31L9vP0ov/+/1Xx08xgmDexc7/vbcDCXX3dmct244+gQGxGGEdbP7CidTGqLZeNuDCxBztIXO6qfcFexS0ufjjEADO2eEL7BNTMt/5MshGgWvF0srGaA3LYyyCUWG1FKHxT4dzTI8axWJVquYGV/TgxKDCuxkTai7K3rPb83U5ce/PnbTfUueSx2OLn47SW8Om8nb/+yOxzDq5d8ZaXU0LnB1t6FIRi3Xw2yv/yS6p+Lo/m+ALlrgj6zMOGETkRHtN5ORRIgCyHCwmmupNfKgoVQ6QyyDpBtfiUVTnfbeh5am1uWHGPYt0crXX7MFo0yDDrGRnjLilpLHXJ8lA4gD+aUsCU9v173dazY1zd3T2Zhk7fDy1S+zg0Ffj192woXloASi0V/mky7GDt5JdU/F/5zSlY8eiYAVovBziOtd4EcCZCFEPXmUgqXYSFCubzBQmuevBFMicVOpCdATh7UmWvH9gHAGWJ/UdE8zU8vo8ipOFISGPzm2HQP2Q6xEd4Mcmkrec87/YLYQ7kl9bqvcr/nJGVHJg99taFe91dfufgynjVlTVujijXIvTvEMKpPe3JLqj/TZdYoz7zpFO9lv+7MpKDMWWNw3VJJgCyEqDdzPp7dv81bm6xB9mSQrRYePX8IIBnklq5vnA6o3txaGHB5tidA7hgX4V0Qp6yVZJCdftnCP/x7DS/O2V7n+zIDq36dYgFYuju0JY0bSp7yTb3KbyMZ5IwSF29vK0Qp5alBDry+XbSd3OLqnwuzy0Xn+MoTN1trJl4CZCFEvZV5dp4Ryu1bKKStdbEwfJP0QJ9+hNBXqBLNU48YHfymFwe+n7PtepJSx9hI70FhaSt5z5sZ5MtH9WJg1zi+WXuo1vcx/euNvD5/l/f9//C5g5k2qX+TZxtzPb0JOsVFtJkA+e4Vuby0uZCd+c6gNciJMXbyagyQ9Xvb7jcJ9dlLhwGQWVAW5hE3DxIgCyHqzeH5Qo1U7oClptsS/0l64PsicbkV+7KKmP71RtLrebpaND4zWCyq8H7O8csgR5oZ5GZy1iS32MHdn63ju/WHyCqsffBi1gk/fcmJnHp8pxo7HFSUmlXErFUHmTF/pzewirDp9ocl5a4mrUPOU/q1irJbWbK7bay7kFWqX4MDRS6KLHaMigFytJ2CMme1rd6CBcg92unPwKXvLA33kJsFCZCFEPUWrMTC0UyChcbiX2IBOoNsGPp09b2z1jFr1UE+X3WwCUco6sJ8b6/MCsywZduiMZSifUxEs8sgf7P2EN9vSOeeWeuZ9tHqWm9vHhRYLb6gtjbu/Gyt92f/wMpckriolgF3OOUqG4ZSHM3XBw7bDrfeSWYm83jk1iW5pEa1r5RBbudZcvrbdYeqPHgxzwTYrb4JyLERzapTcNhJgCyEqDczgxyhXL4SizaXQbYTRWAgoRS88fNudh3V9au1DTRE0yv3CxgOFvkCuxxbNO2UA6vF8NYglzaTg8Luib5VVdcdzK319ubEUpvFQkyElXKXCnnSbVGZk82HfJ0vzIMG/wC5Kdur5WEjQZXz5jUjATic1/rP6nSJDgz1Ki4UYr5/H/pqI9O/3hj0PrxnAvwyyKOPa09ClC2ga09rIgGyEKLeHGYNMm5v7a2zids5NbbSCiUW/ood+vKaVqsSzY9TQdco/VW58Ihvpr//GYOoZrx65Pknda/1Ni7PxFKLAdGeLGGJI7Tgf+W+nIDfr/vXCkBno3t30HXbqU24BHuustHO7aBvRz1psC0cyBeWK07p5GtvV3GhEP8DlqpWhDTf2/4L4VgtBlPG9Gm1K4VKgCyEqDeHWWKhfAGyuw0GyP6T9IL5cEkqp7+c0uS9YEXoyt2K0Z3sDE608ea2Qko9B4Nuw7ciWXNbPdK/Z21ECCv7KaXYmVHgXdSm3K2wWw0MwyDCc0q9PMRuLMv3ZmO1GDx49sCAy/OKy701q005qSsXK+3cjhbdbWdLeh73bXMHnNGoytFSF1tynfSNs9EzRj/miu+IK0b38v6cV+Lk5pmrePQ/mzj3tYWMf+FnsgrLeOqHrUBgiQWAzWoEdD1pTSRAFkLUm6/Ewo3Vs36rqw1MfjEppSipUINclb1ZRTz4ZdP2ghWhK3dDhMXgj4NjOVLiZl+BDkpcWLy1nL42b5UDhbRjxUz/emOjLiJi1ovGRFhrnGC3cl8Ov+7M5OwZC7npw5WAnqRnHuhaLTpMCPWAd2NaHsN7JZIYbQ+4fOLATsR6Vl0rLGvaGuRE5fAe1DSXuvHa+Gjpfv6Tobh4fjbZZdWP/4GVeQDYLPp9DFSqQW7vt/x3UZmTn7cf5dMVB9h+pIBDuSXs8CwGclzHGG+ZjMlmseBWrTMhIgGyEKLezAxyJC4snslpbSlLWq7AbViqLLGo6D/rat82S8Ca/cc4Vo+lu1fszWbGvJ2kHSsOeRunW2GzGPTytHs7UqLf7C6/dlneSXpBspGv/rSTWasOMm9rRp3HXVtmKU9itN1b3hPMgm0ZXPX3ZUz9cBUAqdn6eXE43dg8gbGZgA61ZCq7qIwu8ZGM7d8x4PJIm5UYT3CVWVDWZN0j8rB5Msgtt3d1uqduOseheHxt9Ssd5ngC6LN7RGH3BMgVu1gAJHhWTww2TyLb85l75LzBGEZgBtmccxLqGYaWJCwBsmEYvQ3D+MUwjG2GYWwxDOOecNyvEKJlMCcy2ZWnTs1itKkAucTpySRWCJBnTRtX5TZFTZhFa6kuf3cpV/9jeZ23f3HuDl5fsIvn/xf6wheFTkWszaBfvA4gtufpbhYuw7dkb4wnM1pUVjm4MNtiHcgJPSivL/8Aubra4YMVxhQfZWNvZiEzl6ZyQpc4wJdBDvXznFPkoENsJAO7xrPv+fP57o7x/Of2UwGI8WTaX1+wi4+X76/dgwqTXGUl0e3wrn7Y0mqQswvLWL43m8G6hJrOUdWHcfF2C2M62ZncPRJPLIs1yMHJLw8mc/koX6nFkxcN5amLTwTwHpTGRlbuWmFO0GuNK4aGK4PsBB5QSg0BxgF3GIYxNEz3LYRo5hx+C4UAWIy2FSCbdakVa5BH9Wlf5TYrU3OqvC5cXpyznTcX7Grwv9MYzDrHHRl1a8u1+2gha/brCUihTjhzKUVBuSIxwqBDpIU4m+HtKevC8AYaMRE24iJtZOSXBm7vVny+Wrf2e2nujjqNuy4+WLwPgIRoO0XVPNaKk6vcbsXpr/wKwM0T+gG+DHIon2e3W3GsuJyOnlP2hmEwonc7Rno+B/5/77v16SE+mvApM6wcw05nd6m3NrulBcj/WXeIcpfi5cF6/DUFyCUuRZSnbti8ZcUuFgAd4yIZ2iPB+/vArvH0bq8nVZo14/FR9krbmZP2JECuglLqsFJqrefnAmAb0DMc9y2EaP7MEosI2k4GeXe+kxc3FTD3UCmHS3QQElshQI6wWTjR70sHYOWjZwCw7XD1p0bry+VWvJOyh1fm7WzQv9NY6hvIfL/eV9Zilgv8uOkw45a6gk52crgVdy/PQwGJnmyjzaK7WgCeFcl8Y4qLtDFzaSqPfbuJT1ccYF9WEa/PD3zuG6OLyerUHG+pRGyElW2H8/luffCSHrN126I/TebEHgmk5/kC/POHdQN8GeRQSizySspxuRUd/GpaKzq+s059rt5/jHdSdofwiMJncUIfALq5S7BZLdgsRoubpLdiXw79O8dyok7we+d/VKXUqYi26QB5c65+n09wBC/3MbPqACN6t/OWT5gHpX07xlTaxl7FJM7dRws57aVfKh00tiRh7/JsGEZfYCSwIsh104BpAF27diUlJSXcf14IUV8OB2TUrl5ywzG9k153ShIZKSm43S72HzxISsrRhhhhw6vhOfjxoOKLfb7frzte/180cmCl/do9JyoO943iiaX6i2Lj6mVYDdiyYy8ppIV75F7f7vbV6n7x4890iWmZU06+3+Ngw1EXI7tYvZfV9rujqFzxzi/FjOpipcChyMzKJiUlhdvn6HZj09dkccMJEOk3Q3/rMcVsz8uT7SggJaMQt1LsLyomJaOEoz16Uuy2esdyxBMIfLz8QKW/P6qLlbVHXcxd8CtxEQ3bEuvLHfp1H9/Dxp70bADumbWexFzfmYRSp0IB2w/ocpFt61bQDr1dYqTB06dGs3jRQgC2H9FB1YoVK0mLr/49lF6og6SMA3tISQleQnHbEDcPZeqfX5yzg6F1/QzUYT/1wcizsBcqYpP6kZKSgs1Q7N63n5SUI3UbQy28s76U3vEWLjq+6oOHUOxMK6FdpMGv5eVYDSt7CopIyai6fCfHoehQ7iTF77mKHntC0M/QgXT9WlsNWLVsMTty9MHDit0ZWAxYv7Lyinl7D+r30KLFS2jvyWYfLHDz5U4H+7NdjH1uAVcOtNMt1sLori1rYZGwjtYwjDjga+BepVSl9IhS6h/APwCSkpJUcnJyOP+8ECIc5syBzp1rtUlmSTGQz8SVy+j9h+uJWvgT3Xv0IDl5WMOMsaFV8xyUuRRTFwZ+MfeIiQMKmbRiGb3+cH3Q7Z5YOhuAM0+fTOKSebTv2o3k5JOqHML2I/nM3ZzBFUm9KCt30a9TbKUJMq/P38V/1qVx31kD+c3xHekSrxeIcDjdTJ3zP+/t4noPITlIP9yUHUd5+acdTBnTh2vHHlflWBrK0fxS1h7I5VxPtjKYqXP087Ynz5ehGjd+ordzRCh2ZRTgXLCQm88czsfL9+NWMGnSOJjzIwBLMqBXTDR/S0r0bhNlcQC6DGZKv070jrURaztKl8hIkrsm8sHh5RjR8SQnXwJA/zUp7M0M3t/3qglDWfvNJkYkjfX2Am4oS4u3EZ22n0/uPoc1+3O4/N1lGAb4f9+Oe24BmYVl3H36ANi5kzMmJ/Pv1JVAFo9eOIzfntLHe9vSzUdg/RpGjk4KOAUfzIq92bB4ORNOGcHEAVXvQ648Hx74YgPL92ZT5zigDvupvx9axfDEdlyw6Bf4/UxiFs2jS7fuDb6fyilysHLOPFYecfHK78+u131FrVtIt04xJEdkEWlx0y06muSulV+Xrbnl3LEsl8xSF2f2iCa5ayKfnlZG2fsfMvlIOdw0s9I2PTMK+PvGhVwwvAfJySNpdzAXVi4h3wHRdmvQ1yp7TRps2cBIz3v7zFd/ZV9W4OIrX+7UQXTqC2fW67E3trClFAzDsKOD40+UUt+E636FEI1rZa7iWA2tgyoyyxzNGmSrxaj1QiF5xeUUO5w8+OUGft2ZWattG1N6ceVTssWe8+52Qnve4iJtFNawmth7KXuYMX8n1/5zOae/8iufrqycmfxmXRqp2cXcM2s9Y55dQHqu/mJ6+afAeld3kEk5P205wtQPV7H5UD7/2xR6Bm3F3mxu/Wg1y/Zkh7xNVZ6evY3bPl7D1vTalZvc9dm6Wt1+m6dNVVykDZvFgtPlJrMwsBfv5mPluJSiyOlme1451/+qg+N7hsbSO1bnkmwWA6fy9UH2b5f12a3jKrXAMiV4Wp5tTMur1bjrwulS3olTo4/rwH1nDkSpwBriI/mluNyKYocTq8XAajE47CmvqBjAm+3eQimZMvsod4yNrPG2ETaj0RfOORQZT0/Dd2Yl0mapssRiVWpO2FbZ+2W7PpMWXYuDuqo43b4OIxFW31LoFS3OcLCvUD+2aM+ZkVO7RDI5P7XK+x7QNZ6vbvsNT18yzHP/vhCxYv9jU5yn+0VhmZP8knL2VbMITKirMTYX4epiYQD/ArYppV4Nx30KIRpfbrGDq9a7uWdFLunFLr7dH9oXRLk7cJKe1WLUqi9mQWk5I576ieFP/sRXa9K48YOVtR98IynyBMNTT4ipdJlNVf0F8N87J3i/eOKjbDUut5tb4sm6eOpJZ288zN7MwoDbVGzhdf8X6zlW5OD9RXsZ0j2BKz0LAATrmDFnsy8oNnvW/rLjKNe9v4Lle6sOfudsOcK8rRn839LUascfCrOrwSP/2VRl26/+nXTN6sQBnbyX1bZl2t2egDo+yobNquvjK7Z6O1rqZvzsTCbMzuTeFXmUe4ZzdT/f62w3fAGJfx9kgK4JUdw8vm/AfX5z+6nMv/8072TNOz5d2+CLZDjdbqx+wYzZ79cMTvz7MW9Iy/UGPuZ7pGJwawbbofQ1N9uBdYyruYzAbrUEDZCLypwcyau+brXE4SLLoWp1EO5WisP2YAFy4BgcTjc3fLCSK99bxrXvV6oUrbXdRwt4wNP3vK/nvQzw9Zo0fvf3ZbWugfbvUW23GJVqkJVS9P3yCM9t9E1mja4iuA0mqW8H7/4gIdp3wBdhCx7cx0f5lg8P1t/62rG+sxFP/ncLV723rMla/NVWuDLI44HrgdMNw1jv+Xd+mO5bCIHeMW7yZKBKHC7u+3w9h3LDk+Ewbfdk2hZlOLji52zuXZlHfgiN9L0r6XkyqBn5ZcxapWfvh7LK0perdR2i/xdec802mB0rJnXzBQGhZJBP6pXI9eN0GUNcpI19WUUsrCZTnucJkE1L92R7Owx4x1IhQC4qc7EnsxC3gofPHcRjF+hmQv9ctK/SQcf6tFzvz+aX9KyVB1i8O4tpH62u8nUr9rQyS82u/3LBZvC24WCut4a3or1ZRZwxuAtPXORrjNQ1oeYMZTCd46KwWQzKXYq0Y4GfncxSN0dK3BxzKLbn+b7ou8f4AgObxfAeDLoMo1I3AHNC23nDujH77gmM6tOeE7rE0S0xynub7UcadnKm2bfZ5OvWoF83/6Wgl+/N8bahMwNnMyNo8mWQa/48mhnk9jGhBsiVA6VL3l7CuOcXVLvtzTNXkbTUzdD/ZPDfgyUcCnJWp6KjpW7KLVZ6Gr4DlEibtdLiLnuzCr2fy72ZRfVe1GSp35kW8zNVWu7igS83sGJfDhl5tTtg8n99Iyy65MvfT+mV78+cpFdb/pMtS6pYcCY+UgfThWVOPvfs80f0bue93n8/9umKA6xMzfGerWjuwtXFYrFSylBKDVdKnez592M47luImmxNz+ftXxp3NnRT+HbdIS56azFvLNjFuoPH+M+6Q9w3a31Y/4aZuVFAumdBhENFNX/5+FbSC7ztzowCBv1lTo2vz7Hiyos/5JbUfUGIhmR+IcXZLPzjVP1FYGaQ7SFmRgpKnezNKuKGD1ZWmS3L93yx+GdO/SmlKC53ceaQLjx0ziAAxvXvQFahft46xUWSEG2jQ2wEu48W8uvOTG/G7kheKXszi3jonEGc3LudN4uWka+/XPNLnfzluy2V/qbLrcjxvFbBXrPa8s9m7gtSv2uerl2w/SgndInnj8nHe8dZ3ancik7skUC3hCj6dIzBZrF4Msg6QE7uEPp4bRYwj9vchlGpn6zDpR/PkO4JnNgjMeC6xy4YAgRfbS+cXC7lPQUPvoOQv83ZQd/ps7nhg5V0T4yikyfLG+ENkPW44qsIkENp45VT5CA+yubtflAdu9USsCS2adfRwiC3DrTMc4bD4Ya7lucx6ceaS7LM/Zh/Bjk20kp+aeCBqHm2wewJHOzzWVBaHnIW1FyFDvQiHG634qGvNnovq/j3K8orLud3f1/G3C36jI9/BrlbtJW0Cvvn9Tn6/rpHWzDD4qhaZJD9+ZeEVNUu0Hy/pOeW8JZnP3/m4C7e64MlOvZk1vwaNwctc1qzaBFKHC7Oe30RX3r6gDaUy95dwktzdzTqUq6NrcTh8mbY1h045v2SXZmaw64a+sKuSs3hYE4xj3yzkaveW1ZtZjY9SM3dyiwH3x8oIau06ufX7INsr5BRO3vGQlxuxfc19Dz1H9PkQXriTW5x9V8c4Xa0oJTzXl/E9xvS2VZY9ZefmUGOtBpEeL54zJptW4g1yP6nLoOtXAU6SJ0ypjf//v1Yb5kB6AMlAIfLjcutGNmnPXdMPoFuCVFkFznY6Xk/dImPxDAMTvbL5phf9vO26i/bSQM6B5xmLixzeheI+GzlAUrLXUx+OYW//ncL5S43k178xVvekF3oqFcrv9JyF1+sTvOuQuef0VZKceena/loWSoAl47UXUMfPncwKx49g0ibhed/3BZyGY/VYjC4e7z+2WpQ7naTdqyYTnERvD/Mwr1D40K6H7thUO4JjCqWWIAv+PVvl2VK9ryvq3q9w8XpF0AB3hXjPvOrYf/nDUl0itNZeDODbE6UjI2oIoNcRUBYWu7i5Kd+4sdNh8kqLPP2QK6J3WrgcLoDDnRCPSN2zoldA36vKXb/9UgZr27RQVkvvwxy14QobxuyY0UOnvtxGzsz9O3MlmYVA+TCMienvvAzD365kZoczCnmkxX6eb/hN8dxtKCMd1J2898Nvv2hfwBd0erUHEY89RMr9uXwr0W6bY7TrbB59jsnJNjYUxD4fjpQ6KJvnJVlF3ahb5x+7btH16322TAM1jxW/cQ684zDE9/7Dqh/P7Gf9+e/Xnwi4/oHHoXO3XKkRbTXkwBZNIift2cw5PE5bDucz0Nfbaz3aarqmJmPiqekW4sPFu9jyONzvAsN5BSXc9PMVd7rl1YzWarc5ebK95Yx8cVf+GzlQVam5pBdVPUpvcO5pSTaYPrQLcVsAAAgAElEQVRJvoDhiXUF3L0ij/tX5nGkxBX0i9Lhhgi3k6ryFL07RFf7GM0AbeKATlyV1BugXksK18Uv24+y7XA+d3+2jvNWVx3oFpqr5ln1KU6AJUf1WG1BGvAH8+61o71Z36pOXeeVlHsnd90ysb/38j//ZxMAX6/RgbKZ5RnQNY5v1h7i1Xk76d0hmi4J+rT+qD6+ANnMmv6w8TCgM6tWi+GtbS4qczKydzvOP0kHSw98uYF9WUV8uCSVbYfzAwIYp1vxyDcbWbo7K6THDDrw/W79Id5ftJdhT8wF9GufdFx7Xpyzw1t+MGvVQX7YeJgPl6QCMGWMr46xa0IUN0/ox09bM9h4KLRJby6/09Jl5W72Zhbx2cqD9GwXjc1iMCDBFxRe2ieKE9sFn2yXXeZm4RH9WruDlFgUe4LfYB02zMsaOkD+em1awOsUWSGb++pVIxjWM9E7jphIPa6/XT6clX8+IyC4hpon6e3JLCS3uJzbP1nLsWJHtT2Q/ZmB540frKSgtJwdRwq4+K0l3uury9A6nG4GxVZ5tdevR8ro++URblx0zPsZ9c8gd02IYk9mEXM2H+b2T9byj4V7vdf1aKf3Wf4T9dxuxbAn5lJQ6uTrtWn80+/2wSzYpg8mLx3Zk6S+HXA43bz8U2Bv7BX7qt5//2uxr5ek2WdYv5f1azq0nY3sMjdbcn3ffamFTm9gbDa9GdWx8gIfoeoYV305U8UzDs9eOowYv4Os7onR/GHS8d7f7VaDj5cf4NzXFjX7WmQJkEXY5RQ5mPbRmoDLapqxHw5jn1vAvbNqN7u9uduXVcRTP2wNuGzDQZ1pMzNAT3y/pcrsecWlZEEfUBwtKOX6f60gu8JM/rUHjjEoVq+EV9HCDAfjfsjky32VszwOtwoor3j+ssD2Zcv2ZPO/TYcrbbf7aAFvLNjFnsxCOsVF8O/f+9pgHWvkDPKREGoB3UpxzwodlMXYjEqZmVBPZLaPjfAumBCsDvNIXikOp9s7WeaasX1IfeECrhnbx7ty1aOeQLnUk4kZ2t3X6mlQ13jvz6cP9mXbzIlpZtbMYjFYuiebrEIHhWVOCkudxEbavH939kbfa/btOp31WvDAad6lg79YncYdn64N8VHDlH8u555Z63lm9jZvvfmDZw/kxlP7Ani/NB/5ZlPAdv4Zd4DJg/Qp3FD3K/6npedv803wM1d2Oy7O9zq+PCaR2WcFL2vpEq1D4q9SSwJW0jOZn6dgQaJ5INOQB36bgxwwTDihk7cm1GYxuMxTOrDfM/nTbO8XYbN42wT6M0swKk4INaVm+fYxu48WBl2OOBjzNPuBnGKmfbSGc15bSJbf/ihY+YWppNxFot+fia+ixvazvYH7v1iXgxjDd79mbfhtH6/1lm2ADuIuGK7bIvpnkCuWQzz747ZK+1B/h/NLibBZePWqEXSJDx5o2qxVh2En9dJlOj3bRXsnUTpdbu97+ZI+0cTbDN7ZVkS5W7H5WDlbcp3YPde/95t2PDI8PqCOvi7+7+YxvHfd6KDXRVaYvGcmOPz5l9yYwfO+rKJKnWSaGwmQRdjlFDlwuhVPX3wi9505EGi4FaQqZqa/bYLlSw/mFPPbtxbXWOpQW0VlTia/nOL9fWy/DgFB0JLpk70//7CxcvAJwetES8tdfLgklUW7svh0he+0a2ZBGVvS8zmtg0FOhTZvYzrZGddZf+lvOFY5cHW4FRFu3xfolDF9+PTWsTx0ziB+078jRQ4Xf/ykciA1Y/4uXp23k0W7srxdHdp7gouM/NKwTWhKzSriUG5Jtd0Zdh0NfP0qTn4BnUEEGJxoo1eMlX7xNuae3bFOYzIndAXLzH29Vk9aPHNI4Knk2AirtxzFvO7ik3X5gZnxOn1wF/56sa+va//OvlTbB56MrGEY/HZEDwAu85QvJL+UQkGZk05xEd7Mtb+NnhKIPh1iAiadmQcywTplVGSevvZ35+kDAtrQ9Xuk8vSVhApL3NqqWL2rKv4Bsv9zapYXDPHLGFuDHBya3h6nA82VmQ6chqVSBnnSQF1GMbxnu0rbJkTbibRZ2Jyez6a0PF6bvzOkCayhWLoni+veX8GFby6udF372Aieu1S/H4J1fbjJc3BSFbPkpqr9m389aUZ+Wcj9qZ+46ETvz/7B6eBu+uCuqlIwt1uxfG8O/semhU7FxpzK+6XsCvsxo8Lr1S2h8gEB6FKeKLuVDrERHPabPBqs80x1ZSFl5W4ibRYMwwhYdn7qqX357o7x9O8Uy6crDjDuuQVBa5HNs6Nj+3WgyDM51v9sSGKEhXN6RbEyy8EZc7K4cL5+HpO76WB8YKKdP4SSaq/BaQM7V9ur/Me7JwI6kDc/U/Pvn8TceycBvgA5LtLG3WcM8D0+R8PEBeEiAbIIOzMY7hwfSZ+O+ku7tj1xQ7V4l29yxil929MjMfgOryGtO5jLxrQ878SL/dlFtWpxVpUDftnfS07uwdvXjvLuaKaM6UOkzcrdp58A6PZswRwr0jvdcf07cO+ZesdUWu7y9mt9Zd5Onp2tM9RmLdyoBIMyz/ifGZXArOQOfDChPbOSO9At2sKsvSUUVpholFrgooMz8Ivi1OM7ccfkE4iN9H2TlVTIQvlnAM0yi/YxOhh64vstnPvaonqX5/yy/SjJL6cw/oWfufofy6s8rbe7wuQg/9OWpqOleoz3Do3zLtoxKNHO7/pVX0ISjPklF+yzkVvsINpuZaBfJhj0F02Z08UL/9vO/G0ZdIqLpKcnML4qqTePnj+Yd64d5b0M9Kn9z6eNA3ydDMrKXd730rOX6my/mb3rkhBVKTAHvTQw6KCyYqbxf5sOc+ITc4Me0MzeeJijniCjtNzFVL+AzDzgG9GrckDpr2LAbjeXP65wEKOUCvrZ0wGy3ubd60ax/vGzuH7ccfzJU+ZiNQwWnNuJGWN8E+veHteOf44PHFf3GCv946wUuxQZEXF0dAdmwK4Z04fNfz2HPkGX5LUwrGciu48WctFbi3lt/i5WpR7j6R+2VgqOVqXmcMena5n+9caQ9iVP/7CNxdWUupgHGP6x/5e3/YZ/XD/am0WvSmykjbhIGzlFlT8PTpebd1J2ExNh9XYWCXUuyIje7fjnDUmVLu/VXr93U3YEn3i3z9M9pV+0wYW9o7hnaCwdIy3csuQYJU7fc5Va6GRVVjknd/C9d1SFczxmeYBhwANnDfQbg379OsVFBGSIzQD5sQuGcNtpumyg4j7Nn8Pl9mZYI2wWPrp5DAAdYyMY0bud9yzgkfzSoAcgZeUuIm0W8kvLOZRbwt2frdM15n6T7hLsBiVOxQHPZL3j461c07/2+6P6GNojgQUPnMaP90z0XnZCl3gGeQ52zLMQidF2fj+hH29OGQn4JrU2VxIgi7BxuxVHC0p582e9pKnNYvHLkjXMkaJ/T9FRfdqTnlfKy408Yc98bOsP5vLFqoOc9lIK7y3cU+v7ySosY/GuLG896ApPVuU/t5/Ka1ePpFNcpDeoaecJIu87ayA2i8G/lwdf1tXMIL90xQjG9NMTJUrL3d7tAd5fvI/cYgfFnjY+8Ta4e0gcfxgUy1X9ohnXOYI4z6Sja/vHoIC/rg/cmR8ocnFicfAvtOcuO4njPAHDawt2BpRapOeWMOGEwNPZFZvpHzpWv1Z2FbsdHA3Sh9bpcrM3q4g/TOrPD3dNACCrtEJ/VLdiuaeOsXN04K7zhdEJpK55rVbjqq59Vn6Js1JZAUCE1YpbwXu/Vn5/RUdYmTbp+KAZvLH9OzJlTG/yS/Rr7HC5ve+l6Air94sa4Jyh3Tilb/WtHawWg+5+B6Pm2YFZKw96g2GA/25I545P13LqCz+TV1JOscNFdITV25/5/Rt1gNS3UyyvXDnCu92ceycGBNKxEYGPycwg+2dgf9iYzq0freFET22zP5dSmDGF3WqhXUwET18yjCS/x3l8vI1Lj/MFFhf0juKsHpUPuKNtBtmlbo7ZounrCjyoMgyjysVCQB/8bTvsO4i45v3l/GvxPj7xW566zOni9zNXMXvjYWatOsi6g7nB7iqAGVRWpXN8JInRdmZcdbL3slP6duDsE6vOCvpLjLYHneOxI6OA0nI3f5h0PH/9rc4I16a7SbC5Cb85Xu8P7vpsXdB+13/5djNRdgs39DR4a1w77jsxnuuOj+FoqZsn1vme23/u0J/7mwfE8NqYxEr3AzC8VzsibRY+u3Ucd/llNs1xxUfZA7LGZtJiaI8EzvZMFCyu5rvGzCCbJg3szKe3jOXWSXpOwZ2eBAcEn0NTUu4K+Dz/sv1oQAYZdKlXod+BwciOEZVW3GwMx3eO85ZmVWSOLqmvzqKbz0lpA3d0qS8JkBtRTpEjLJnFpvL5qgOMfnoeL8/dEfT6p37YyphnF/CjZ1Uuu83irYXyr7M8VuTggS82hGWVIrMV1fz7T/Oe9n3rl908EaRFVUMxT30B/OlrnUWetzWDc19byGPfbgq6TXpuCRe+uYjZGw9764Qf+89mrvvXCk5/5VecLjevzttJz3bRnNTTt3M33z/ml7Bh6BXr9mcXB12AwPyyahdj9waexQ4nX3j6VT5zyTCU0sG52dc22grtIy08MjyeiArZpbuGxtErxsoxv1NjZS6dvahqkYwu8VH8/Xpdv/b3X/fyx0/WsuNIAS7PuE/smcDwXoneDJRhGMT7BRkVF3QwlThcIU3yMGu47/dkiFIrBMzbj+Tz+/9bjcPppl+nWDp7agUzKwTIf1iSy9MbPB0iogJ3nXX5QvIFeZUfQ35peaWyAqBS+yz/A52a9OkQS1ZhGRn5pZQ53QGrZF00Qtdbrn7sTBI992kuILHmsTO9751nLvGVbvhPnDPNXJrKM7O3AbrFn7nindOtuORtPQHrf5sO88Llw/nx7oneshAg4Mv1uA6+08KTB3Wu9PzavSUW+rk7kF3MnZ+uY/62DErKXfy0JXBlQKfLl0Gurxib4T11H+eu3dmNdhX6A5tv3w+W7CM1q4ij+aXM3ZJBfqmTuzzB0+XvLq3xfmvqJhJlt7LhibO5xFNOU1sJQQLk3GIHr/60E6vF4LJRPb2PrTZBj5mpNY3t14GrT+nt7fhx60erOfX5Bd6Dd9Bt4C45uSf9Y3zvibuHxtIn1spXqSUUeP5+Qbmib5yV3/aJ5sLeUXSLtvDc/sD+yp3jI9nxzHmM66/LpGbedApJx7Xn+M66rMR/QZ9th/P54ydr6J4Yxag+7YnxHLRV7EXur8zpqjRJ8tQTOnmD3kkDO3sX0qjYtWdvZiEfLdtPbISVl64YQf/OsSRE2z1dSnz36b8IyHGxVh4cFlpHlsY0olciL185gr9dPhyASM/jr7hIS3MjAXIjOZpfyqin5/G3Odubeih1Ulru4uGvN5Fd5CBl59FK16/Ym83MCitr2a2GdwKC/w783s/X8/XaNL6rUC/scLp5c8Eub61jTfxrv07oEhdQTxbq7PZwMGsvh/jVB687kMv2IwV87JcZOpBdzAmP/shFby7m1Bd+ZvOhfO74dC0TX/yF819fxM87fM/r5vR88kud3HPGgIBJHGZA4d/26zeenfspz86vNLZjxeXYLDqr1b9THIYBP23JYINnwRHzOVuyO5vnftTvzega9godoyzetm4A89J1xnBu++Or2oTB3RK4Pdl3/bbD+dw9ax0Ol5vjO8Xx3R3jWfGor53QrD+M8/5ccUEHgGd+2MqQx+fwx4/X8vmqykswm/xr3y/x1Oou35sTcJvHv9viXdo6qW8HOsRGYFA5QF6drQ82rjs+ml71nPQCeGeiO92K0nIXW9J979n80vKgdcAVs3NmjX8oTvf0Jh373AIKSp0BX9x/Pn8Ii/40OSCTPPfeSXx08xg6xkVy1lCdLTv/pO7e6+86/QQWPzyZ/90zkVF92nFVks4Km6UqZ89YGPD3zUx+kcOF1WIwtEdCwPX+jzfKbuH25OO554wB/CPIaXizztHpcpNVWMaDnpXKTNP+vcY7ERH05Mpq5kLVSrTVYGe+/sxHq9oFyP4z/s/w6xWbWVBG8sspjHlugbcPb7ADkKo4nHri1jOXDCPlwWTm339arcZVk8Rom7cvN+jevCc/NY8F24/y8LmD6N0hxlvWc8aQLlXdTSVxkTZvSRXAhzedQmykjZk3jfHWIqfnlTL08bn8bc52CkrLySspr5SptBgGD58Ujxs4VOyi2Onm+4Ol3oIKm8Vg+YVduPhY8OSOKXlQF77646neALZdtJ2Dx4pxutyk7MhEKd0iL8puJcpTOhFsbgXoyX1zNh+psSf0o+cPwTD0fq7M6fLus8x90sPnDaZ9bATj+nf0fucl+L2PYjwTFOPtBr+e35ludWzp1pAMw+CK0b28z6u572nurd4kQG4kZgP+L9ekNfFIak8pFdBJIaew8ik0cwW2Eb0SvcGb3WrxngoyP/Rut/J+8F/43/aA7OCPmw7zyrydAa1tqrIns5DxL/wMwD2eU2P+dX/bDufzzdq0gC/JhnI4r5Rou9WbefRn1kTP25rBpJd+welWbPIE72P7+U7vbj2cj8PpK30w+7+eXuHL5tlLh7HoT5M5zy9QmeK3lGfFrhW5xQ7axehTbokxdgZ1jedzT1/q5y49ifaxvnpfU03710iLb+U88PUgfWXfT9Vud/MEX2/Mez9f7+2QcHyX2EoZwhN7JLLv+fOJj7RVmjwHsNzTGmnOliM8/PWmSkswm8xToo+cN5ge7fRrMWN+YJsl/y/+E7rEYbda6GCHoxX6Pg9KsHFqlwieGZUYllOYZolFTpGDwX+ZwwVvLOZoQalnTM6AL0GT/1mCh84Z5J1pH4pB3eIDFh3x/+K2WS3e7iGm/p3jvJPO/ubJ+Pp3ZzAMg17tYxjSPYFvbh/Pi1eMYMqY3mw/kh9QN+4/KQdgml/LOn/+QY9hGHRJiOK+swZ6g2F/Nm+ArHh29jZWpvoOeszSDP/FaSpm3eqjs9/Zg+pWTgzGPEiItFl47/rRfHXbb0h5MLlSh4NLR/akR7toEqJsXBjCa+xwujmlb3uuG3ccfTvFeifWhYtZYqGU4pWfdjDiKd9n/Ybf9AWgd4cYFj40uVYHbYB3sigQ0B5sjmeCl+ndlD08/cNWHE530IPHOLv+PB0udnP/Sr2P3VdYvwBsRO925BaXk1lYxpr9OfTtGMMwzxm9Ln6rOQabhD79m4043cr73ViV2P9n78zjo6jPP/6e3U2ym/uGcCbhCBII4QinQJDbA1svvBC0ileV6k+taLXU1lZrD7WtouLRWquoqMWKFyKCIHLIJfcVIBAg971Jdnd+f+zuMLvZTfZKspt8368XL7K7c3znOzPfeeb5fp7nidDRNzGSfUVV3PDK9wx49FOKqxsUz/UlQx2zafRNinSQH41Ist6TUT5Wy+sIzhvIwoMsAGptU0SNJgvbT5S3ODW853Slg46vvZFlmeOltew9XYXFInOspFbJdjC8T7xSSUuN3V54Zf4okmwVmiyqhOb2QKQvnDRl9tLJYE0FBp5VbLJ7FXslGJSk5Nk94lhx53hleu7+d3dy3SubHNY7V2Vk2l++YeXOwGS7+PrAOd7YWMCQnrHKlHVydDjD+8QzLjNJMZrvedvRyzA6PZHlt49jmsoA/uWsQSyzecs++OEUWd1iHDx6YNXEORsy/VRZCib+8WuHwbq8tsnBQzNclRN3ZN8EMpOjm2l+o1sxkMNU5XYBCmwPoTE1Lb/8OefLtNM/Ncbl95IkkdU9hn9vOsHaA46zFnUNZnonGpRgspMuvMwms0XRe47JTEKn1SgJ69UR8q6mp0ub4D9H65X71GiW2VraxJbiwKXosr882mUIYA2U/HR3EbtPVbo0AhZfPIhHLh7ENw/mc+dk9x57d6i9toZwzz1NhnBtM4+vK4b1iscinw8anZKVwi+cDORrRzdPAwW41S+6wi7denfrST7cfsrhPnp49iDgfDpEsI1FrQSjeUo/Vc7kYo13QcF3TO7HoO4xbP3VNMK0GkalJ5KeHMXTV+U4LPdbm5SlZ0IkX+w5y0V/WusyhRtYx+sGs4VwXdt5DmP1VgO5uKaBv605/+Kx8eGLHDSyfZIiPc5iYedulQ7XmedtwVx23rWVpL8grfmYYTcQb/62nM9OWV8kB8Z6lnLOHfZg1Cc+3svqfecYrspEERmuU9q3ShVXUdtg4mdvbFGCDO9t4fjsXJAWy1f7zimBsBc/v56SmgaHWVj7zMyjF1/gMKs4LDGMh4ZGs2xCQvMNBymxhjCG9Y4n0strpb0RBnI7YY90rWkw8dMXNpKxeJXbQLJLnv+WMX/4Sqlr3978+/sTTH5mLRc/v57MR1ax5GOr9/iPV+YweWAKxiZLM6PiTKURrUYiITJcGSCNJsv5aWSb0btyp7W4wYaHL0KSrEEeduwJ0z2ZdrHLGpbNH+Wg1RzZN0HJ8wlw1Kl87YvfHOHwuRrufXu733rwBpOZm1+3FuyYPribYogumZPNh3dNID4yjLpGMyt3nlZ0efdPH8h3iy/izVut0cy3q4ycO/P7MbJvglLYQZ39oSWye8Sx94mZitRi7kvf8eiHu5n/2ma2FJQpadMAHpiRxcJJmVw3ujcDu0WTEBWuGCwTBySza8kMxfhwR7hGotEi88qBWraVNPL20TrGpYQTb245p6Vzvkyw6ltbMowus3mX7nrrB8W7Ctb7aEK/ZB6aZc1C4JwP12KRmfjHr/n5f6zGpz3V2SU51u2ps360lJ7sVJ31vBXVWa/JpgCGEOhclH/94IdTypStq35JjdGzcFI/+iZFtZp9wBV3TOrHhf2TeXj2IK4e6dpQ9Qd7Dtz6RjM6m4xCo5F44+Y8ZZnIcNdGizcGst1A2Hq8nPSkSJ69djj3XNSfv1wzDH2YllnZ3R0KcjhXl/OHysbzF8EV9a6DY90xNjOJz34xiRgnffmUrFTFsJ89pLsSYxChs5ZjPlpSy5y/f9sso8uLa4+QsXgVtQ0mB015oIkzhHGmysi5qvP3eO9Eg4OG3Fdc5V62M2dYD2WmzS5JiQrXMr5f8zzVTU7j+ZV99bw4vuXsKK1hL4r06Y9nSIoK5/9mOHrHh9nyFC96ZwfVtkwk246X89V+6wv945cO5v4ZWa3up3dipEPe5+LqBpZvOenwsmG/fEf2bW4I3zUomiEJvhcDaW/6pVhldWMyfUuR2V7493ol8IiiynqHymd2Kuub2H+mmuOltWQkR3GyrF6pYCXLMOK3X7Lx4YsCMgh5w6pdReg0EpkpURw8W8N6Wyq14X3iqThgNSzqVanCmswWvtx7lkHdYwjTahjRJ4H1h0pIjAxXihiYbJH6R4trGZuZSM94Az3iDLyxsYBfTBtIZX0TBbbE9Z5UmrI/KJzLooJ1UK2oa+RxF4F6u1Qe6+G//ZKdv57R4n4aTGaWbznJ9aP7NEvo/tD750uN3jYxk+LqBq4b00fJdxkVYQ3weGPDecmI83RzXnoi908fyP92WT3akiTx6vw87nt3h1I8wRMiw3X84Yqh5P9pLT+cqOCHE6qyvar0ZUnRETxy8QUO69pfMOIMYS4Dw5wJ18LuchO7y8+/3Dw4xLNr9PCTs9FIErf8cwvpSVGtVmmaPz6dwT1iuXrpd6zZd45rbbrMukYzkeE65RqsaTgvk1i1u4i3vj9OkSrBv/240mya62tf3sQFPWIZ0SeBivomhvSM5R/Xj1CWX5wp8YejMheuKmZ0chixtiweM3q03F5vcJ5EunpkLwcJljuPuz8kRIXz71vHBHy7duyBS3f/5wdMFplwrfVzflYq7ywcy6e7i9waqq7KM7sjTPVyMSYjiegIHf+nMkSiInTUNpj58VQlTbaS3IEykG8eEMmusib+vvpvJHZrOduHN9wxuR9De8Y55Mu1a06TosIprW1k2/FyJg9MsXqNTRZesmXLOXyuRun7tsD+8qLOs6zOiOEvYzIS3RYGsc+i3TYpk+wesVw3po9LL/XIZMcAyCvTDfSL8e8emtDvvAH39JU5zYIK+yRGkpkSxdHiWnYXVtI7MZKbXtsMwL9/NoYJ/T0zANUxJZ//YhIzn11Hg8nicJzL5ufx+Z4zHlcqFPiPMJA9oL7RzMe7TnPF8J4tVr1xx19spSVTYiL46O4J/HNjAS+vO8qJsjquXvqdw7L7npjl8HnyM1+z4eGLWnzL9pRtx8sorm6gZ3ykUqHHmZKaBjYdK+WeiwbwswszuOhPaym1ebIjI3SKF/DT3UVcbauY89I3Rzh0rkbJaXnv1AFMvSCVob3i2H7COmU079XNLBifztHiWm6ekA5YH3IVdU0cL63l9jfPV95TV2zaeLiE1zcW8LMLM5RIYzjv9XOXUummcen8d8dpilSBfDUNJnaerFAMkcr6JprMFpcaRztvfnec332yDwmYZ9Pa2bEHGeb0ilM0k6mqQMFeCQbOVhuVlwNnuYSde6cOcDCcE6LCeePm0W7b5I4+iZGE6zTNEuy3NhMRYTNMPJ2C/rqouad4YJxnQ4n9/vHm+Eb0SSBMK3HcpiduMluoaTARo9cRbTMi1amYnl190KEghVrLm5+Vwr1TB/D8V4c4WlKr6KDnj0unb9L5h9TC3hIFsp63j9WzueS88X1dZvP8tr7SLyWaaRekcsPYvpRUN3CVk4GsrlAWKthlG/b+j1AZvWMzkxzuYWckSeLO/H7KTEhLREfoCNdavavdXOQ+j4rQcqqi3sGgc84m4CvdDVrezk+Ez/zPwuPMBKeUh/ZZxn/eMppL//YtheV1NJktzHv1+2bBpt544L2lyEny9+zcXIcUef6y/PZxbn978qdDyM9KafX6CddIFFzdnTqThU8KjYxO9t+QTIqOoOCpS7BYZJczNpIksWjqABa9s4Prl33v8NvQnp7HKlwzqjfd4/RMHmjN2JIcHU5JTaND5pD+qdH0T21driEIHEJi4QEfbC/koSg8QsIAACAASURBVPd3scyD4DFXfG3TIq1/aAo94w2Kh8DZOAbYZ0u0P8o2jdJkltlaUO7TftX8eKqSK1/8jjv+/QOX/f1bt9PKa/adQ5ZhZnY34gxhDkZddLhOMZYffH8X/91ximMltXy25wwj+sQrke5ajUSOLfF/Zsr5YJE3NhbQaLYwwFb84Max1hKnT326XwlkmDwwhWMltRRV1vPu1pNcv+x7vtx7lpte3ewwLW6fUm+prOkFaTGKN9pktrBs/VFMFpmrRvZSgljUA9DR4hqe+Xy/ooWG88b6Cafgtz+qspHc6iboKCM5ypZCrZGpg1L5/BcTXS4XKDQayaFAhL006IzBzYs+qFEnsvcEe+L9vT9NZYitAlm/mLbzXmk1Er0TIjleWsvGIyXMe9X6IEqOiVBmEGoaTDSYzNzx5jYOnq1hTEYiC8an8+7t4/hSFdGv02qUdG92MpOjmuWDlSSJP4yKY9FgxypUgQyEMYRrWTY/jylZqVw9qrct6M2AJFlLFd8w1vMsBsFCr3jHFwhvp/1/OWuQEhjYEpIkKbEOKdHNDSFXL85Derp2CgQzyxeO4707xjGoewzhWg2bjpbx/dGyZsbx6zfn8fK85tk+AsXPLsxQgsUAZAKoNWqF+MhwxRnjCZE6DVenRwZMcw60KGdy9maPy0xi6Y0jlHSJnm4/PytVMah9cZAIAo8wkFuhXOV9e+rT/dz5720O9eJb44H3dlJS08Djlw5WbiTnqTB1+qsrXrDmvLxjcj82PHwRgKJt8hVjk7lZCdJl64+x4XCJ4qGoNjZR12jitQ3H6BlvUCpcqXWfkRFabpmQrmjBFr2zg7ve+oHC8nq3ATxxhrBm6YoG2IxT+0NMXbhh0bQBVNQ1Me4PaxQJQ98kqz5rhyropqbRqrlryajT67SK9vf3q/bz7OpDTOifxMi+Cfx8ivVNXO1d/eWKXfzj6yNc98omJdDNPu37yvpjfLzztFKYwG7Qb/3VNIcobMfjPB9I0icpslU5QSC4xeadX75wLLOGdGfzI1ObBbo4Yz8mZ12kO96YmMDWy1KI1Gn49+REPp2eRGSAvHPu6JMUyY+nqvjH14cV46BPYiRajURUuJYdJyvI+91qPrPlv71xbF+WzMlmdEYi3dyUkwX4+oF81jyQ79b7dl92DMeu6saU7hFIQK+otg0q+fK+yez9zSx+eGy6S51lsNMnKZLPVC+CEV7IJrzlPtuLjnPQKsAVI5rn+x3lQrsZ7AzuEUteeiI6rYZLctJYu/8cx0qs3vkrbbEWi2cPYkpWqldBl97SLyWaf9wwgn1PzOLBmVlcmuN6zOuK2J9Bw3rHs/2x6by9cCyzhnieXcYVofgy1xnp8hILWZatlWlU+XrtWrV9RVXMfm69w/Kf/niGcf2SlNQ2rfH1/nPEROgcvEEJTsnibxjbl4dmDWLIrz9XtLV9kiIVA9JV/XdPaTRZ+Gi7NTBuZnY3ZmZ35/53dyqprmL0OoxNZodCHrdPzlTeZCtsHladRlIqUP3lmlwlzY89S4CzNkvNb+Zkc2H/ZO7+jzX4qJ/NQLZ7f8vrGkmJieD1BXkM6RlH91g9Z2xTeh/cNZ4BqdHkPvElz311iH4p0fROjKS4uqHVIDZ9mBajycyTn+zltQ3HyO4Ry79/NgZJksixSUxm/HUdH909gbQ4vRJBDHDobA29Eg1sPnb+u3ve3s7FQ7vzwg0jqWs0kZee4FY2AdaH27yxfXlz03Eq6/x7yfGUeePSmZvXRxm0U1swDu3Y+9pTbVukTkOkbeSID9cQH97279l9EiNZe6CYE2V1TLugG7+YNoBs20tZZITOoSztuMwkJg1o2Qs5cUAy6w+VkJEc1eJyYPVWvj4xAYsso2njClVtaeS0F+p85GltWPr9mlG9GdU3weU57J8aw0Ozsnjm8wMM7RlHrD7Mo3shmJk1pDsfbj/FY//dQ0JkGA/NyqJ/arRD+sS2xhCu5e4pYppfjX1mMz0p0iEg2l+euza31QqJgralSxvIb35XwG8+3kuYVsP/7r2QT3YV8bc1h1h640imXtCNr51SS33zYD6Tn1nL71ftc2kgf7T9FPVNZuaO6o2MdWq40WThypG9HCL4h/SM5c2fjSanV7yD52pgt2h+OFHBf24bw8BuMUqmCOfctu6obzQTppXYWVjJ0J5xnCir5at95/jDp1Y5wG/mDMEiyyRHRyhecGfjOyM5SikDC9asB898fkBJ0wYQFxnGvVMH8Mmu0xyxZYlIT3JvIIfrrN6P8f2mc7baqBj+duOyoKSW7B5xylvzR3dP4Mt9Z7lhdB9lauvGMX3453fHeX1DAaPSE/jgh1Ot9ochXGtN7L7eKo2pqGtSDP/MlGhFi/ryuiOcqTQiy1Zv/gtrj3Dx8+dfjHQaSTn+VbvPkP7wJwAOqaXckZeRyJubjivBiu2Bp1IJO1eO6MXHO4sUj1Qwok5d1zvR4OBhSYgMU/IDP3bpYH7mgcHw2oK8VquPOdPWxnFnQT2mTR7oedEIX1BLuJy5K78/d+V3HmNOXZJ9bl4fusXquTPf+1R/gsAyfXB3Ls8t5leXDA7odi/P9a3qoSBwdGkD+ct959BqJOqbzEz98zfK9z/751ZeuWkUGw+X0jPeQE6vOOYM60HfpCh+OrwnH24/xezn1hOr15HbJ57Fsy+grLaRXyzfAcDiD3aTEhPBtAu6Ud1gahYcIkkSE114uF6dn0dxTQMDbRpdrS2TxJubjjOuXxIXpMVytMSan/juKf2VB7xWI/HNwWJu++dWt5HAAN1iI5Akia2/mobJbKHRbGH9oRIlQO6PV+VwjZPWy90b7P3TBzImI5EbbIEJnugGE6LCHd6wh/WOU4xPtVHXPU7PPJs+2c5vLh/CloJyjhTX8M/vCgBr8EaL+3Py1I/OcAwquX/6QL7ce5bvj5Yp2uqbJ2TwwtojDsu9eONIpg/uxvNfHeIvX54vMnH9mNY1otMuSGVmdjcWz76g1WU7iiE949j6q2mtL9iBXD+6Lx9uP8XM7O7Nro2X541i4ZtbeWBGVjMtsTvCtBqCPAVnyCJJEu8sHEtqTETAMkcIrDNuT185lNe+LfDoJVDQPkRH6Hju2pZlbILQpEsZyBaLzPs/FDKoewzvbDnJuoPFXJKTpkSyA3z7yynMenY9f/xsP4fO1XDzhHR+fVm28vvdU/qz42SFIi3Ye7qKy3J6NNP4Flc38PZma3GNg2dbrqRjx9mABHjv9nHMfHYdd/zbsdBEelIUf//6MDF6HX+/fjjzballBqRGc+icY1Wxa0b14raJmQ4RtTqtBp1Ww8zs7hz7w8Vuo21b0kGO75fEc9fmMntImtdeS7CmJhvfP5l1B4sdPNTuSIgKU6rw/d/0gdwwpm+Ly18xoidHi2vYcbKCB2dmKYGDauIMOvYVWY3jf90ympSYCA4/OZuL/vwNvRIMPH1ljqJxtHu+x2Um8fbCsc225e4YX2rD4JmuwtBecez/7WyXv6UnR/HFfYEtrSvwj5ayDQh8Z25eH+bmhV7wpkAQinQpA3nfmSqH3LVg1bHdNjGTn/xjA3fm96NXQiSzh3RX0i05G4j9U6P54r5JvL+tkF2FFby9+aSDcfzUFUN5+IPdvH5zHtEROq5e+p2i4/WFpOgIMpKjKLGVd37k4kH8ftV+Rc8LMPrJr5S/v7x/MhuPlLD4g928PG8UR4prmJXdvcUo3JZS0aTERLDiznEOqdfU6/k7DXRXfj/WHSx2qHrlDnX6sitGti4H0Idp+dWlLU97qaPde9q85TqthnUPTWm2rN2EnzKodW+5QCAQCASC0KVLGcjZPeK49cIMJV3bn68exmSbNKDgqUuU5Z64fAjReh3hOo1LnWmYVsN1o/vQM97A25tPotNI9EmMZE5uD64d3YcRfRMYkBqtGLX2rA++kp4UxZaCci7sn8zCSf04V9WgHIM9XyJYo2jBatR/86DVwMvq7rqMrzeM7Bu4fJfOeONpsqdkW3rjCId0Zv6gDkxrbZtXjuiJxSJ7VcBDIBAIBAJB6NGlDGSAX106mLomM//5/kSzsp12DOFaB1mFOyYNTGHVvROJjwxzqHZn1xCnxESw4/HpHlUna4kZ2VaP9nBbCeIHZmbRK8HAiL4J9EmM5MVvjnD96D4tprMKZi5IiyW3d+tpbexBUikxgUuX9vMpA/hq3zkmD0xxWZ1JTXxkOLdNcp3zWCAQCAQCQeehyxnIAPdNG8jZSiOX5PiXqxBwm//XTnyk/2lfLhqUymsLRilyD32YlgUTzgdpBHMAmCd8usizAhqDe8Sy/0y1Q0YQf+mTFMmmR6aiFRkKBAKBQCAQ2AiYgSxJ0izgOUALLJNl+alAbTvQpMRE8OqCvI5uhsdoNRIXDWq5GlpX4Hc/GcLkgSkBT6LeUqlpgUAgEAgEXY+AWAaSJGmBfwCzgcHAdZIkBTYpoKDLExmuE7khBQKBQCAQtDmBcp2NBg7LsnxUluVG4B3g8gBtWyAQCAQCgUAgaDckWfaumpTLjUjSVcAsWZZvtX2eB4yRZfnnTsstBBbaPmYBB/zeuUAgEAgEAoFA4Bl9ZVluNV9roDTIriKcmlnesiy/DLwcoH0KBAKBQCAQCAQBJ1ASi0JAXaO4F3A6QNsWCAQCgUAgEAjajUAZyFuAAZIkZUiSFA5cC6wM0LYFAoFAIBAIBIJ2IyASC1mWTZIk/Rz4HGuat9dkWd4TiG0LBAKBQCAQCATtSUCC9AQCgUAgEAgEgs6CqJAgEAgEAoFAIBCoEAayQCAQCAQCgUCgQhjIAoFAIBAIBAKBCmEgCwQCgUAgEAgEKoSBLBAIBAKBQCAQqBAGskAgEAgEAoFAoEIYyAKBQCAQCAQCgQphIAsEAoFAIBAIBCqEgSwQCAQCgUAgEKgQBrJAIBAIBAKBQKBCGMgCgUAgEAgEAoEKYSALBAKBQCAQCAQqhIEsEAgEAoFAIBCoEAayQCAQCAQCgUCgQtdRO05OTpbT09Pbfb+1tbVERUW1+35DGdFn3hHy/VVbC2az9+uVlUF4OPTo4cMug6zPfOkDP47fW4Kuv4KcFvurA673UCDorzFf71Fok/PW7v3VCa7bjrrGtm3bViLLckpry3WYgZyens7WrVvbfb9r164lPz+/3fcbyog+846Q76/PPoOUVseO5jz8MPTsCW+84fWqQddnvvSBH8fvLUHXX0FOi/3VAdd7KBD015iv9+iECVBQEPDz1u791Qmu2466xiRJOu7JckJiIRAIBAKBQCAQqGjVQJYk6TVJks5JkvSjm98lSZKelyTpsCRJuyRJGhH4ZgoEAoFAIBAIBO2DJx7kN4BZLfw+Gxhg+7cQeNH/ZgkEAoFAIBAIBB1DqxpkWZbXSZKU3sIilwP/kmVZBjZJkhQvSVKaLMtF3jamqamJwsJCjEajt6t6TFxcHPv27Wuz7XdGfOkzvV5Pr169CAsLa6NWCdqKytpa6iTJq3UMERHEt1F72huz2cy5sjLwsg9SZRltG7VJ0HbIssyZkhKv1gnT6Uhuo/YIWqeuro5KL+9RnVaLD4rdoKW6ro4aL6/biLAwEtuoPZ2RQATp9QROqj4X2r7z2kAuLCwkJiaG9PR0JC8fTp5SXV1NTExMm2y7s+Jtn8myTGlpKYWFhWRkZLRhywSBpqCggAFz52LyMjpao9HwQ14ew9qoXe3JTTfdxH/+8x+v15vXvTv/6tWrDVokaEsWv/46T7/3ntfrvTd0KFf17NkGLeqcFO/ezVf33MOkP/yBHuPG+bwdWZbp168fZ86c8XrdNwYPZr7Pew4eysvL6Xn99dQ3NHi97poRI5girluPCISB7MqSlV0uKEkLscow6NatG2vXrnX4PS4ujqSkJGpqagLQLNeYzWaqq6vbbPudEV/6LDw8nIqKimbnuCtQU1MTsse9d+9eTGYzP7n0UjI8TMN4uqiI5StW8MXYsZTn5oIPxx5MfbZnzx56pqVxzZVXerzO8vff58f4eNbm5/t0/N4STP0VCrTUX9vOnSMuNpZbbrrJo201GI28sGwZawcPJrmdzndHEOhrrHz9es7s3MnGjz4i2QfDzo7ZbObMmTOMy8tj7Jgxnq0ky/z1H//gm/796ZuVBenpAT9v7XlPnj59mvqGBmZOncrgCy7waJ3y8nLeeOstVg8fjnThhUFx3Qb7OBYIA7kQ6K363As47WpBWZZfBl4GGDVqlOyc3mPfvn3ExsYGoEnuER5k7/G1z/R6PcOHD2+DFgU3QZ8eqQUMBgMAt02bxsUXXujROht37mT5ihUMW7eO/IqKkE/zFh8fT7zFwl8WLPB4nc3r1xNx4gT5a9eKNG9BSEv99bIkkRof7/H5rqyp4YVly+j3ww/k6/VBkS6rLQj0NbavqIjybt3on55Orh/bNZlMAMweNIjHvLhHn3vxRXrt3k3+8OEhn+bt6NGjAFw/cSI3XXqpR+scOnGCN956i8GbNpFvMgXFdRvs41gg0rytBG6yZbMYC1T6oj8WCAQdjzWUAK8kTvZlXU4bhSCyLHst8ZIkqdMcf1fDbLGg8eJ825f1oURDl8ZkNBKRkIDJzxgjX8YosOrGGy0Wv/YdLIhxun3wJM3b28B3QJYkSYWSJP1MkqQ7JEm6w7bIKuAocBh4BbirzVobghQUFDBkyBC/t7Ny5UqeeuopAD766CP27t2r/Jafn++y6MrWrVu59957vdpPY2MjCxcuZODAgQwaNIgVK1b413BBSOHXwCt3jqFXGMhdC4vFglbreXilfVlLJ7ne2wuz0UhEfDzmQBnIXq4XHhZGYyc5Z8JAbh88yWJxXSu/y8DdAWtRkGMymdDp2r8A4Zw5c5gzZw5gNZAvvfRSBg8e3OI6o0aNYtSoUV7t58knnyQ1NZWDBw9isVgos5fmFHQJ/DFyO8vA62sfdJYXhK6Gzx5kcb69wmQ0oo+Pp6m+3q/t+HqfhXdCD3J7r9vVEJX0nPjXv/5FTk4Ow4YNY968eQAsWLCA+++/nylTpvDLX/6SzZs3M378eIYPH8748eM5cOAAYA3uGT16NLm5ueTk5HDo0CHAGlRw2223kZ2dzYwZM6h3GiDMZjOZmZnIskxFRQUajYZ169YBMHHiRA4fPswbb7zBz3/+czZu3MjKlSt58MEHyc3N5ciRIwC89957jB49moEDB7J+/XrAqu+51KZPWrJkCbfccgv5+flkZmby/PPPuzz+1157jcWLFwPWzATJyclKH9x5551MmTKFzMxMvvnmG2655RYuuOACFnihAxMEN8IzYfMge7mO8CCHLhZZ9s2D3FYN6qSY6uuJSEgInAfZy1me8LAwmjqJcejTOG1ftw3a01lpf1eoh/ziF79gx44dAd1mbm4uv/3tb93+vmfPHp588kk2bNhAcnKyg/f04MGDrF69Gq1WS1VVFevWrUOn07F69WoeeeQRVqxYwdKlS1m0aBE33HADjY2NmM1mzp49y6FDh3j77bd55ZVXuOaaa1ixYgU33nijsm2tVsvAgQPZu3cvx44dY+TIkaxfv54xY8ZQWFhI//79+fbbbwEYP348c+bM4dJLL+Wqq65StmEymdi8eTOrVq3iN7/5DatXr252fPv37+frr7+murqarKws7rzzToc8xRUVFQA89thjrF27ln79+vH3v/+dyMhIwBoFu2bNGlauXMlll13Ghg0bWLZsGXl5eezYsYPc3Fwfz4wgWBADr48SC4TBFKqYzWbhQW4HTEYj+oQEGv3MIiU0yMKR0V4ID7KKNWvWcNVVVyle08TE8ym1r776asVzUFlZydVXX82QIUO477772LNnDwDjxo3j97//PU8//TTHjx9XMgJkZGQoxuPIkSMpKChotu+JEyeybt061q1bx+LFi/n222/ZsmULeXl5HrX9iiuuaHH7AJdccgkREREkJyeTmprK2bNnHX43mUwUFhYyYcIEfvjhB8aNG8cDDzyg/H7ZZZchSRJDhw6lW7duDB06FI1GQ3Z2ttt9CkITbx49bZWzvCPxRYMsCE289SBrNBplPYHnBEqDbMcXD3Jn0SDb6erjdFsTtB7kZ599tk2221I+35Y8R1FRUcrfjz32GFOmTOHDDz+koKBASVNy/fXXM2bMGD755BNmzpzJsmXLyMzMJCIiQllXq9U2k1iA1UBeunQpp0+f5oknnuCZZ55h7dq1TJo0yaPjsu9Dq9UqaXDcLeNuuaSkJCIjI/npT38KWF8KXn311WbrazQah21pNBq3+xSEFiJIT0gsuhreapAlSUKSJJHFwkvsGmRTgDTIPgXp+ZF/OZgQHuT2QXiQVUydOpV3332X0tJSALcBapWVlfS0VaJ5Q5VL8OjRo2RmZnLvvfcyZ84cdu3a5fG+x4wZw8aNG9FoNOj1enJzc3nppZeYOHFis2VjYmLapNiJJElcdtllSuLur776qtVAQEHnQgy8fmSx6CQvCF0Nb7NYAGg1GuFB9hJTfT0R8fEdluatMwbp+eIVFuOU5wgDWUV2djaPPvookydPZtiwYdx///0ul3vooYdYvHgxEyZMwKwqybt8+XKGDBlCbm4u+/fv5yYPKzOB1Tvbu3dvxo4dC1g9ytXV1QwdOrTZstdeey3PPPMMw4cPV4L0AsXTTz/NkiVLyMnJ4c033+TPf/5zQLcvCG5EFgs/slgEuB2C9sFbDzJYZ82EBtk7zDYNcqAMZG8J0+k6XZCeN3Q2R0Z7ELQSi45i/vz5zJ/vWK39DaeKM+PGjePgwYPKZ3vg3+LFi5UMEHYSExP58ccflc9qTa8z9uwTYJVrXH/99crnBQsWKNkiJkyY4JAHWV2qMTk5WdED5+fnK/KPJUuWOOxL3SY1ffv2VTJo2Kmurnbog/T0dIf1nftHELoIiYXIg9zVsMgyWi9Td2o1GhGU6SX2QiEdmcWis2iQRTB1+yA8yAKBQEEMvL5nsegsx9/V6Owe5O+ffpotf/pTRzfDqkFOTOTcjh28O20aFT7OfvqlQe7CEgvhQfYeYSALBIJmdPXoaF+C9AShSWfXIO9cupQjK1d2dDOsWSzi4rjt2DGSs7OpPHbMr+355EHuJAayna4+Trc1QmIhEAgUhGdCBOl1NSyy7JMHOVRMrabaWiISEjq6GZjq69EZDIQZDITHxfmsRfYnD3Jn0yCLIL22RXiQBQKBgjCQhQa5q2H20YMcKhILjVaLHASeU5PRiM6WHjTMYGh3A7mrZ7HobON0eyAMZIFAoOBXFosQMRhaQ2Sx6FpYfNQgh4KpJVss6AyGgBXn8K8xMpKtyIpWr/e5Tb7en50xSM8bhIHsPcJAFggECsIzIQqFdDXMFgtajXePwlDxINeXlRHds6ffxTkCjU6v99+D7OV6nUmDLIKp2wdhILcxBQUFDBkypN33u2TJEv5ki1x+/PHHWb16tdtld+zYwapVq9qraYIQwJeBtzPhSxYLQWhikWWlfLSnaEIkSK+2qIi49HS/cw8HBNU9pTMYqC4s9HNzXVeDbMcXR4bAc4SB7CUdWVLZ130/8cQTTJs2ze3vvhjIorR058QX70yn9CCLIL0ug9li8clADgkPcmkphpQUCIK2qnXQCQMGcHrjRt+2408e5M7mQfZinc6Wr749EAayE//617/Iyclh2LBhzJs3D7AW6bj//vuZMmUKv/zlL9m8eTPjx49n+PDhjB8/ngMHDgCwZ88eRo8eTW5uLjk5ORw6dAgAs9nMbbfdRnZ2NjNmzKDexXTXggULuOOOO5g4cSIDBw7kf//7H2AtwnH11Vdz2WWXMWPGDACeeeYZ8vLyyMnJ4de//rWyjSeffJKsrCymTZumtMm+7ffffx+ALVu2MH78eIYNG8bo0aOprKzk8ccfZ/ny5eTm5rJ8+XLKysr4yU9+Qk5ODmPHjlWKgixZsoSFCxcyY8YMr6oECkIHIbEQQXpdDYuPEotQMLXMRiM6g8HBe9sRNNbUEBYVpXzunpdHY1WVT9vyS2LRSYxDv7JYBLoxnRiR5k3Fnj17ePLJJ9mwYQPJycmUlZUpvx08eJDVq1ej1Wqpqqpi3bp16HQ6Vq9ezSOPPMKKFStYunQpixYt4oYbbqCxsRGz2czZs2c5dOgQb7/9Nq+88grXXHMNK1as4MYbb2y2/4KCAr755huOHDnClClTOHz4MADfffcdu3btIjExkS+++IJDhw6xefNmZFlmzpw5rFu3jqioKN555x22b9+OyWRixIgRjBw50mH7jY2NzJ07l+XLl5OXl0dVVRWRkZE88cQTbN26lb///e8A3HPPPQwfPpyPPvqINWvWcPvtt7Nr1y4Atm3bxrfffovBYGir0yDoQESQngjS62r47EE2m9uoRYHDZDSi0+s7uhnUnjlDVFqa8lkbHo65sdGnbfkcpNcJs1h4Q2dzZLQHQW0gvz9rFvUlJQHbniE5mZnvvef29zVr1nDVVVeRnJwMWMtE27n66quVVECVlZXMnz+fQ4cOIUkSTU1NgLUE9ZNPPklhYSFXXHEFAwYMACAjI4Pc3FwARo4cqZSCduaaa65Bo9EwYMAAMjMz2b9/PwDTp09X2vLFF1/wxRdfMHz4cABqamo4dOgQ1dXV/PSnPyUyMhKAOXPmNNv+gQMHSEtLIy8vD4DY2FiX7fj2229ZsWIFABdddBFlZWVUVlYq2xXGcedFeJD9CNLrJC8IXQ2LLPvmQQ4BA1nxIHfwtVlbVES0ykCG8/eMt15QUWraz3G6k/RBexDUBvJVn30W8G1WV1e7/a2lmzVKNT302GOPMWXKFD788EMKCgrIz88H4Prrr2fMmDF88sknzJw5k2XLlpGZmUmELfcjgFardSmxgOYXu/2zet+yLLN48WJuv/12h2WfffbZVm8WTwcjVzeQq7YIOh/CQBalprsaZrPZew+yJIWEBrmpvh5tEHiQa4qKiOre3eE7fWIiEVrUYQAAIABJREFUxrIyDElJXm3Ln0IhZlm2BmV6tWbwIbJYtA+hfp0ElKlTp/Luu+9SWloK4CCxUFNZWUnPnj0Bq0bYztGjR8nMzOTee+9lzpw5iizBU9577z0sFgtHjhzh6NGjZGVlNVtm5syZvPbaa9TU1ABw6tQpzp07x6RJk/jwww+pr6+nurqajz/+uNm6gwYN4vTp02zZsgWwviyYTCZiYmIcXhwmTZrEW2+9BcDatWtJSkpy620WdE5EFgvvNciC0MQnD7JWGxJZLMx2iUUHz3DUFhU5SCwAotLSqCkq8nmbvniQAZpCwPPvKSKLRdsiDGQV2dnZPProo0yePJlhw4Zx//33u1zuoYceYvHixUyYMMFBh7Z8+XKGDBlCbm4u+/fv9zqQLSsri8mTJzN79myWLl2K3sWb/4wZM7j++usZN24cQ4cO5aqrrqK6upoRI0Ywd+5ccnNzufLKK5k4cWKzdcPDw1m+fDn33HMPw4YNY/r06RiNRqZMmcLevXuVIL0lS5awdetWcnJyePjhh1m6dKlXxyEIXUQWC5EHuavhkwY5RDzIdg2yJizMJ82vsaKC92fP5v1Zs6grLva5HXVnzxLZrZvDd4aUFLb95S9eb8ufID2AxlYM5Mrjx3l/1iwq3UghgwFf+wA6zzjdHgS1xKIjmD9/PvPnz3f4Tu0lBqvW+ODBg8rn3/72twAsXryYxYsXOyybmJioZIEAeOCBB9zue8KECfz1r391+G7BggUsWLDA4btFixaxaNGiZus/+uijPProo82+V7c/Ly+PTZs2NVvG7lW289///lf52+5dXrJkidu2CzoHQtsmslh0NXzKYqHVhkwWC61eT2RKCvXFxcT06uXV+nVnzxJmMKBPSqL80CEiU1J8akdjTQ3hMTEO341+6CE+njvX6235U2oaWjeQqwoKKPj8c0r27CEuPd3r9rUHQgrXPggPskAgUPAri0UA29GR+JzFopO8IHQ1OrMHuam+Hp3B4LOcwWQ0Eh4XR2zfvtT6IYcwu8imERYdjeyD3MHX+yzMZiA3tZLJwmQ0Eh4b69fxtjV+ZbEIges2WBAe5CDB2UstEHQEwjMhPMhdDZ81yG3UnkBiN0yj0tJ8Mvjs60f7qRc22bNpqPC13LQ/WSygdQ+y2WgkLiMjJAzkrjxOtwcejQqSJM2SJOmAJEmHJUl62MXvCyRJKpYkaYft362+Nki83XQOxHkMTYTEQmSx6Gp0Zg+yXYMc1b07tWfO+La+zQNd58P6zu1Qo9FqwYe8xG2tQTbV11sNZD+Ot60RWSzah1ZHBUmStMA/gNnAYOA6SZIGu1h0uSzLubZ/y3xpjF6vp7S0tNM8aLsqsixTWlrqMshQEBp0+SwW3i4vIsRDFp81yCHwnDLZ0rxF++hBVhvYfnmQ2yDdXFt5kE0h4EG2I8adtsUTicVo4LAsy0cBJEl6B7gc2BvoxvTq1YvCwkKK/YiWbQ2j0SgMNy/xpc/0ej29vAwIEXQ8IouFkFh0NXz2ILdRewKJWeUBrv30U6/Xtxu2vko0HNrh4hni7AwzNTRwdts24vv1I8op64XzOr7kQQaoqa7mVEkJbNwIQMqwYYSr8vtXHDlCXEYGRS6C2YMFMU63D54YyD2Bk6rPhcAYF8tdKUnSJOAgcJ8syyedF5AkaSGwEKBbt26sXbvW6wb7S01NDdHR0e2+31DG1z47fvx4G7Qm+KmpqemQazsQ7N69G4BtZWVUnj3r0TpnbHnD940ezdrJk8GHYw+mPqurq+OcLLPWw+MHKG5ooDYmhrX5+T4dv7cEU3+FAi31V5PFwmmj0avzXWM2U5+S0m7n21eKTp5k244dyLLMqf37vbpmampq2P3DDzScPYvxxx85d+yYz9dc6dmzbNyypZkX2fm8VHz3HSeefZb4Cy+kzz33uNzWWdt5OmA2e3XO9ttqB2zcv58YSSLsT3+ivqCApGnTSL74YgBMNTXseeklBj79NBUlJV73V3vdk/ZxeldFBWEe9oG9QNnhnJyguW6DfRzzxEB29ZLi/BLyMfC2LMsNkiTdAfwTuKjZSrL8MvAywKhRo2R7Bbr2ZO3atXTEfkMZ0WfeEcr9ZS+OMyopiVw3HhxnCmxTllmbN5Mvy+BDwGkw9Zler6ebRkO+h8cPkKrXc6aqivy1a306fm8Jpv4KBVrqL0mW6Rsd7dX5ToiIgFOn2u18+0pZTAwTbMf9xTvveHXNrF27luTMTBpTUhg+bRqFBoPP19zJiAimTJ9u1R2rv4+JcdjmgeJipIkT0SckuN2X3fEySKfz6pw12VLUxZeVcWl2NskffMDBFSso27+fsbZ91RQVUTV6NLNvvpl//e1vXvdXe92TWls/DktI8LgPam0GcubOneRHRwfFdRvs45gn80qFQG/V517AafUCsiyXyrLcYPv4CjAyMM0TCATtiQjSE4VCuhpmHzXIoSCxsEsktHo9Zh8yRtg1yH5rXS2WZsaxu/3p4+NbbKu/QXpmkwmdrS3O6e9MtrzRwY7IYtE+eDIqbAEGSJKUIUlSOHAtsFK9gCRJ6hqSc4B9gWuiQCBob7p6CVNfslgIQhOLLPukQQ6FID27BllnMPiUUk0dXNcW97mk02FualI+m41GIhISPGqrrxpkk8mkeGCj0tIcslWotdKhMK6FQhtDmVYlFrIsmyRJ+jnwOaAFXpNleY8kSU8AW2VZXgncK0nSHMAElAEL2rDNAoGgjRDpg0SQXlfDZw9yCBjIJqMRXUSE8re3uAuuCxQ6m2dba/PumoxG9AkJlO3f73Ydf/Mgm00mdDZjOap7d4fgQ5OtsEqwI8bp9sGjQiGyLK8CVjl997jq78XAYuf1BAJBaCGio/0wkEPAYBI0x+JjFotQKBSCLCPZj82HnMPq/MVtcX3bPdv2MtQmo5GI+HhMNr2sK/yVWFjMZkViEWYwOMg5HPI1azRYzGaPpCHtjV/jtBinPEaUmhYIuiAfz53L+zNncnDFCofvRalpP0pNB7gdgrbHYjMaNV6+EGk0mpDwIHtyLR/77DPenz2b6lOnmv3mqgJeINHp9TTV1Z3fX329okF+b8YMLC5yFvt6fyoeZLPZYcZAlmXenzmTY59/bvVm2wxkXyv9tQd+lZoOdGM6McJAFgi6GLIsU3bgACPvu48Ta9Y0+w1EkJ4I0usa2A1kryUWGk1IaJA94dz27ZzdupWawsJmvzlokG0eVW9paVwwpKRQr6p7YNcgN9XWcvzLLzGpjGfn7fmqQZadZgyuXb+erLlzObd9u4MHWefkXQ4mRJBe+yAMZIGgi2EyGgmLiiIhK6tZ8n8x8AoNclfCbDP4vJZYaDQhkcXC4Tp2c0031dejT0ykyYWswexsMDY0NFumNSwmExqb99YZ5yA5k9FIWGSkIrFw1SafNch2A9n5+6goIlNSMNXXO2iQQ8GD3JUdGe2BMJAFgi6G/aEX7fRwUiOyWIgsFl2BLuVBdtNes03368pbanKWHLSgDXaHuYXUac2C5Gxjk90wbsmD62uQnisDUWszhtUeZK2Px9uedMaxN5gQBrJA0MWw6wpdeUhEdLQfEotQM5gE/nmQg/x8y7Lc7Jp0dY3aM0e48paajEbCbB5VrY8eVYfANyecX9LtxrTdMHW1P7+D9Fz8ZpdTOGiQfUyN1x6Icbp9EAayQNDFcE6Gr35oiiwWQmLRlfDLg9wWDQoglqYmtOHhymdNWBgWk6nZci15kJ2D1vwpNuKKZoU6bBIH+35c7c9vDbKLlwSdCw+yr8fbHohxun3wKM2bQCDoPKh1hRHx8TRUVKBPSAD8zGIRYI9a5fHj1Nm8S0lDhhAeFRXQ7bvDnywWdUYjld9/D4AhNZX4jIxmy9mPK2XYMI9yzFrMZqqOHyciLo6Kw4eJy8zEVFUVtCmoQonO7EF2zkBhNzy1TnpgU309+oQEl3pfU329gwbZE49q7blzVB07hqTV0m3kyBZzC0elpbmUWNj10q4kDv5msXArsbBpkPWJiUBoaJC9WsdsppeP63ZVhAdZIOhiqB96huRk6ktLld+CKUjvswUL2P3qq3zz4IMcckpH15b4kwd5y48/8v0f/sCP//wnn1x3nctlP50/n9V3382xTz/1aNtntmxhWb9+bP3LX1h99918/9RT7Lj8cva88YZXbRQ0pzN7kBurqgiLjlY+u5NImFrwIDfTIHtgMG763e/Y/Mc/8r9rr6Xq+PEWNciGpCSMqvHHvr8JTzxBXEZGyxILHzzIGkB2sZ4rD7Kv5bnbA1/64PSuXSwCpCA9pmBEGMgCQRdD7Vly9goFk4HcVFfHtBde4IIbb3TIldrW+COxaDKZGP3LXzL9hRewqEroqjHV15N1zTUeH5Pdw2Zfz+5Va6yu9qqNguZ0Zg9yTVER0Wlpymd3QXataZC9DVoz1dcz9tFHSRs71uqVbUFi4Wx022e3Ri5axKBrrw2oBlmSJAyAxZWB7E6DHKRBer6M0zUlJfaV26JJnRJhIAsEXQxPdIXBkMVCNpnQ6HQdogX0+uFr+99ssbj1ltmRTSbCoqM9PqYalYGsT0gI2od2KNKZs1jUnTlDlLOB7EZn7M6DjMWiyHg8vQ/tuZPtBnlLxUY0Oh2yKreyWo7RmgfXl3HHIEmuDWQ3GuRglVjY8aYP6kpKKAdhIHuBMJAFgi6GczJ8vz3ITusGGl+j533FHw+yyWz2SFfszcNX8SDbiigE67RvKNLZPchqA9mdwWmqryciPr7FnMP29T25ZpUsObaxRS3pag1LUxMaWzCdOw+urxILgEiNBrOL9dQa5FAwkH3yIJeWUmZduW0a1QkRBrJA0MVoKVI7qKKjbdsNa+d0S34byHZvWQvb8CaFlN1ANhuN6OPjg/ahHYp0Zg1ybVERUd27K5/dXXMm23XV2ouXp/ehXSZhN8hb0iC7wn7vuTNQ/TGQDW4MZAcPsoce7I7El3G6tqREGMheIgxkgaCL4TyNqfbS+JXFwu+WOW/QusX2flD5nMVCljGZTOe9ZS1sx5uiC7W2qXJTfT0RbrSiAt+wG8i+eJCDXWJRe+aMRxpkZBldZGSr15XHGmSbgexKtuANrRnIvmAAlwayRqsFiyXkNMjeUFtaSrkkgSXYX+2CB5HmTSDoYjhrkIM1SM+OrxW8fMXnQiFYp+zdectkWebjuXOxmEweGf2HV65k59KlnN22jdi+fWmorMSQlMTZrVu9bF37YjGb+dgWTBiXkcG0f/yjo5vkFrvEwhcPcrCXmq49c4ZItQfZ6V5vqKxk1bx51BUXExEby+GPPqL6xAkuefttwgwGSj77zEEf7I0G2S6xaKqrazHNm5pV8+bRVFt7fn8GA3XnzjVbztcgPbBqkE0tjG3OEou6s2d92Evb4+04bW5qonDbNsqBiKoqjhYWkunlPhuqqlh1441YTCbCoqK4bPlyJC/vm1Cjcx+dQCBoRksaZDvBEKRnpyMqWvkisQBHDbKk1ToUZrA0NVF59CjXffutR/rGM5s3M/jGG7ll/37CoqOpOX2amN69ueXAAfosWuSy6EMwYKqro7aoiFmvv86pDRs6ujkt0pk9yE21tYTHxCifnV/Kas+eRdJqWbB7N8lDhzJv2zaa6upoKC8HoGbXLqYvXeqwvkcaZJuRGZmSQn1xMXXnzhGZktLqesW7dnHD5s3KZ0NKCnXFxW6X92Xc6SbL1KiKpzjTWYP0Gmpq6Jmbyw5JwhgXx1lVaj1PqTx6lLCoKGa9/jr1JSUO6UE7K8JAFgi6GB5pkH3xIAfQYLCYzWAzWkIiSA+rB91ssaCNiABsD9iGBmUZU3094bGxhMfEeGT0N9XXE5WWhj4hAZ1eT1NtLRqtFkNiImHJyUH78DYZjYTHxhLVrRvhMTE01tR0dJPc4pcHOcgNZOfgOOdrzh6cFxEXhyRJRKakEBEXpyxjaWwkwlZACLyPBYjq3p3aM2eaebKdkXQ6mmxe5ojY2GbrO+OPBrm7LFNhuz9dEXIaZA/7wNTQQER0NEgSFq0Wk9n7+Y/aM2eIy8ggqls3Yvr0cXluOhvCQBYIuhieaJB9ymIRsBZaH1Rh9lzNHaBB9rnUtGpdZw2jt2Vs1RUPteHhmBsbld804eFB+/BWG2ZRaWlB/SD1y4PcFg0KIM7aX3c5h9Wol7E0Njr87onB2FhTQ7itOIm9Sl6tUz5mZ3R6PQ0VFc2kSc5V9uz4I7FItFio1LlXloaaBtkbA1kXEYFkS3Pni4Fcowr6jHZzbjobwkAWCLoYHmmQvdheW2iQW2pjW+OzBtnJo+hsUHhbdEFdxUxteABI4eEu03IFA2ovXLA/SDuzBxlZdtCIOmv5XQXPqa9LS2OjY6lqD67ZWlVquai0NGqKipqlm3PGbiA7tyUyOZl6e3ELh8PyzYNcW1pKkyTR0EKQmrmhAa1NghHMEgtvx2lzYyNam4Fsz7bjLeq82sH+4hsohIEsEHQxPMmD7AuB9iDrOsiT43MWC6fPLj12Kq94aw9f9fIN5eVExMcrvwWzB1n9chPVvbtS6CQY6cwaZGdcvrA5Bc+pZzZkFx7k1q5ZtTEcmZpK3dmzNFZVOWihXbXLWF7erC2SRoPswpj19f48vXs3FTodjW6MQ0mnw9zU1GqauWDA2z4wNTSgsxn+FknC5EP8gvrcBvt9HShEFosQpWTvXiXiNzI1lbi+fTu4Rf5hMZk4t2OHcuOn5OSga0ErFvD9m82c274dWZaJiIsjceDAdtu3L5ibmijeuRNZltEnJCBbLDRUVgJgSEoiPtN9jLLzVH9TbS1ntm61pimzeQUCpUFurK2ldO9e5XPykCGKdKLF41MZWR2R5s1niYUKZ4PCXmEMrEZ/7ZkzVBYUEJee7nKbaqmCsaLCYTlNeDjVJ09StGULGq2W1NxcxVvYUFlJ2cGDyrKpw4ZRX1pKdWEhAGGRkW7LXCdnZxMWGenNoTdvt+r6ikpLo85LT1PViRPU2rIHRKakuO2fQOBNoZCakhKqbe0KKykhTZYpKinBcOwY8RkZbdZGU0MDxbt2AdbrLDU3Vymm0SJO96Ozwae+HpVlDAbO7dyJJjwcU2Wlw++eGIy1Z84o0/DasDAlkLSl+0nSaKg5dcplKjiNTkfR998T378/hqQk22H55kE+vXMn1WFhNLnxIOsMBiVA0f659vRpRZ7gK/WlpVQcPQpAWFQUyYMHu122pqhIuU+14eGkDhsGgGyxcHb7duWFwT4eetIHpsZGig8dQhcebh2nJIna+nrKDx3CWFEBQEyvXm5lMBazmXM7dlC2f79ybqPS0jjy8ceYm5rQhoU5LF996hQ1p08DYEhMJL5fPxqqqig7cKDVfQUbwkAOUd6fPp1+l12GbLFQsmcP1wd5tHhrFH3/PV/eeSc9x4/nzLZtjH/8cfpddln77X/TJlbfdRc9xo2j4Msvue3IkXbbty+cWLOGbx99lO6jRnFy3TosjY30nTYNgNObNjF/xw636zZWVRFm8+ho9XpOfv01BZ9/To+xY6n74AMgcFks9r31FvveeoukCy6gZM8echYuJHvevFa32aROtxQRETJZLNS0NKWtT0yk28iR/O/aa7lh0yaX21Qvf9FzzxGuCmAK796dsF69+PHVVzmxZg0//fhjErOyANj23HMUbdpEbJ8+FG3ezKSnn2b3q68iaTRExMay86WX6J6XR7cRIxz2V7pvH9nz5zP0llu8OnZn1B5DQ3KyYhx4yqqbbiKhf38krZbinTvd9k8g8KZQyNd//jMarZbwyEj0hw8zCvjx0CGKrriCm7Zvb7M2Hvv0U77//e/pNmIEpzZsYMYrr9Bj7FivtxMeG6u8RINrDXL6zJkcfO89SnbtInbkSEVuYF+/UbW+K4ylpRiSk5XPcgtpD+3E9O5N4bp1LpfLWbiQTU8+SUJWFvnPPOPwm7f3aPGRIxjDwtx6kHV6PeamJuVzVI8eNFZXU/DZZ/S//HKv9qVm0+9/T8Xhw0SnpXH4v//ljtOn3bZ99Z13Eh4XR5jBwNFVq7hp+3YMSUmU7NnDqhtuoHd+PsW7d2PKywM864Mj69axe+VKJtx+O9IHH2DRajl77hwfXn45vSdNoqGqCtli4bJ33nG5/rnt2/l0/nz6TJ1KbJ8+gNXRUbZ/P4Xr1tF36lTHY7jrLiJiYwmLiuLUxo0s2LWL7X/7G4XffktkSgpNtbVcvmKFN13YYQgDOQSxmM1E9+zJ9KVLkWWZf48a1dFN8pumujoyL76YSU89xfdPP93u+sqa06cZdO21jFm8mLfGjfM5uX17UXP6NNnz5zPinnt4c+RIZL1eScn05siRLa6rDprR6fVUHDlC3oMPMubhh9n9xRdoi4sDlgfZVF/P0FtvJXvePPYvX05lQYFH21TLCzQ6nUM+1rbGJw0yzT3oOoOh2ZS24hUPC2Pq88+3eK7Uy/e79FLHbUdHk//CCwB8fuutDh7h2tOnGb9kCWmjR7PxiSesJXTr6pj24ovE9OzJzpdeIuuaa8h74AGHbR784AMHb7+vqKdinfvAE0x1dUxfuhSNTtfqtewv3niQm4xGZjzyCNEpKWx46SVW7N/Pe2PH8ubu3T7NOniKqb6erLlzyfu//2Ptgw9icuP9bw3nrBCuxri+U6cqBs/atWsdjsldVgnntkaqXuRMRqODNMgVqbm5nPzmG5czFzm33kpydjZ733pL+c7XIL368nJkrbZFAzkyNVX5HB4VxYArrvBb3mWqr2fsI4+QNmYM53bssOZBd/K62qkpKuK6d99FGx7ORz/5CU11dRiSkjDV1dH7oouY/sIL7HjxRXbs3g14ZiAbq6rIvuQS0seORQIsGg1x0dGYdDqmL11KdWEhq+++u8X2950+nYuefVb5zpCYSOYll7jsG1N9PbNeew1DUpJy/9acPs34xx8ndfhw3r3oolbbHCwIDXIIoh7YXAUHhSLNgrLa2UCuLSpSUhF58iDoaNTBMPrERIxlZR6vaywrQ5+YCFgNGGNZmTJ1JsXGEkPgslg4ZDTo3t3jgK1mD+82zrWsxleJhUaW0Wq1yneuNMieyEvUy3tSYMFZgqKONrffS8796cpb5835aQnnFzBvvf8Wk8kzCUEA8MaDrA7gsp9niyy3+XjhXLzC4/50uoads0K40iC3hD4hgQbblLzbtjrft7Lc6r2rBOm5aUsgMu2AVaYQrtG4N5ANhmZT/1q93m9njVrK0lpwrqWp6fw1prqv1TNqWr0eiy19pCd90FBdjd720mK3FyINBqUISmttck4XaMfdc9pZuiPLsvJ8DWZdtys8MpAlSZolSdIBSZIOS5L0sIvfIyRJWm77/XtJktID3VDBebytbR8KOAdltXcAUo3qoe4uvVAwoTZCIlNTXVaccofaAFRrRcFqIMe6XbOV7br4zlmP6rGB7KyPbMeXQF9fOLXgYCA7P3hcaT5bQm2QtYTzQ0etA7X/5jxmuHrgBeq6V79sBnMuWfDOg2xqbFS0qBrb/WOWZeIyMqg8dqzN2uhL8QpzU1OzlwznrBDeXo8e6V19eDZp9Xoaysvdztg5Pw98uT8tJpNVHqPR0OTGQNbq9cp9o+w7ANevp8G5ssXi0MfqZdVymDCDAVmV8rE1jNXVRNgkT/ZYiWhVlcLWnrfuXqTcBW2qr9ew6GiaamqalT0PFadeq6OCJEla4B/AbGAwcJ0kSc4q858B5bIs9wf+Cjwd6IYKzuPujS6U8dlLEiBqVSlsokMghY3aCIpISPDY425yMrrsD7NolYEcg49p3lwMemrDzJt+daWPbC989SBrAV0LHmRvZTuetsPZk+PKC9XkNGa4MrwDdd2rH4YdMRvkDd54kE2NjUomAMWDDG1uIDsHrHrSn66cKM5ZIXy5xzTh4S2Ozb48m3S2LBbuDGu3qSi9uEfrysuJTEwkXJJalFg4p6MLxLPI0/zn9WVl6G2BiMq+befa5HQNWGwGsic90FBdjV6VRUQGItUvy63EeLh76XF7LBYLGtv9oU9IwFhR4Rh/4cFMRLDgyTzWaOCwLMtHASRJege4HFCL1S4Hltj+fh/4uyRJkhxkrwkWi4W6ujqqq6s7uil+UVlSghwWphyHRZbb9Jjao89qKipAkqiurqZJlqmrrGzX81R58iTExFBdXY02IYHSY8fo7uP+26O/qgoLsURFUV1djcam3bPv0yzLVFVVuXyAVJ88SURysrKs0RZlLtuO3RQZSSy+BekZLRaqm5pAdex1VVU0qq5Po5vz6txn1eXlmG3XA1gr1LXX9eCPxEJWtdkE1JaXK59rKiowgcNxtHRclhZ+U/eXWaOh2rYfWZYdxgMT0FBRgdlkolalXTUajS633RiAa7eysBA5Oprq6moazGaMNTVebVPd/kCdd3f3ZI2typ9Had4sFiVTiN2DXNnYSHj37hTv399m12dtZSVh3bpRXV2NWZKorahodV/1JSWg0zVbTpYkKsvL0eh01FZWEtnCs8NVn0UkJ3PuyBFibMFazfbrdL9bLBbMZnOL7W2UZeqd7nc1RpOJBtU1VGvL3uTNHVpbWkpUUhJhx45hNJmajVNg1eZqExIc2tAEHj+L3F1jDTU1GE0mpOpqZJ2OypISJFWFQjulhw87jM0WrZaqsjKiq6upKS+33ufV1TRaLIrsw1MNstqD3GCxgG12QRknmprcHmNteTlmaPa7SZJocnEtqu9ZTVQUZYWFDmNZeHIy5w4fJmHQIGUGJ1iRWrNhJUm6Cpgly/Ktts/zgDGyLP9ctcyPtmUKbZ+P2JZpnuXbxqhRo+StW7cG4BA859ixY2Ta0l+FATe2694DRwRQCrxn+7wIqOq45gSERGANsB3IAuYAbi+eNqA38Fusb9cdsX9vSQN+b/t7NDALeML2+Q6gEdeSBz1wBvjQ9jnMtp2HcDz2kWPGEOYmkMQZWZZZtWGDy/2lAW+uS1noAAAOBElEQVQAp22f7wM88R3EAZuBjbbP9wLt+VrbPy2NQf36ebz8vmPHOHnqFBXActt3ecBEwJ44KgH4BtimWq+l40oB/ujBvi8ERmIdA+z+62W2/4dgvTYigCdt3z0F/Bv40cW2AjGW9FDtKwr4P+CkF+snAH+x/d1e531CTg4JsS2Li4oPHeL2Tz4B4Pl33mHRn/4EWK/xBVjvq7YgBfgIOIj1POcDrUUchAF1WM+zmvlAONYXp1SszxBvcoxcjvX8uvM3pgGvA3ahzt1ADfDPFrbZC/g58F/gOxe/RwAPAyecvh+TlUVKSopH7a6vqCB93Dje/+wznj3p+mqcbtvHAdV3A4GfAMUe7cU1fbCOsU3AVUAy0OBiuUjgCPCZ7fNM2/5rgHhgE9b+SQeuBc4CU0aOJKoVHfmZffu4eflyDPHxJE2dSlllJcOAucAjtmUe4fw5cyYBWA9scfp+qK2NpU7fp3JeQnAJkGE73lds380GMrGOM1m/+x2PPvpoi+1vCyRJ2ibLcqvZDTwxkK8GZjoZyKNlWb5Htcwe2zJqA3m0LMulTttaCCy0fczC8VpsL5IJbtsnGBF95h2iv7xH9Jl3iP7yDtFf3iP6zDtEf3lPR/VZX1mWW3278kRiUYjVwWanF+cdQs7LFEqSpMPqAGr2kivL8svAyx7ss82QJGmrJ28OgvOIPvMO0V/eI/rMO0R/eYfoL+8RfeYdor+8J9j7zJMsFluAAZIkZUiSFI7Vu7/SaZmVWGdvwDqLsCbY9McCgUAgEAgEAoEntOpBlmXZJEnSz4HPsUrcXpNleY8kSU8AW2VZXgm8CrwpSdJhrJ7ja9uy0QKBQCAQCAQCQVvhUTZ2WZZXAaucvntc9bcRuDqwTWszOlTiEaKIPvMO0V/eI/rMO0R/eYfoL+8RfeYdor+8J6j7rNUgPYFAIBAIBAKBoCshSk0LBAKBQCAQCAQqhIEsEAgEAoFAIBCoEAayQNAOSN6WZhMIBAKBoIsRTM/KLm0gB9OJCBUkSUqWJMmzEmsCJOn/2zvzoL2mO45/voJEUiEpIYgomuiKTGloiX3JJvaRJoTaamito5ZRkqKULgaxtc2MRNRMTS2tjNKirVoTWy2lVVq0U2tKEcu3f5z7yOPx5vUeg3Pf5/l9Zu4k93luMr/5PPfe87vnnPs7GiFpYJQ9/GDENZpH+Hp/JPWX1Ld0HL0RSR2dM/QUSf2qsrhBD5E0UNJydWorO/ZklzQBmBENSs+RNAk4h7R6ZvA+SNqOtErsZtV+n+7/RSBpjKSjJe0paYU63SzriKQNJI2VtIak/rYdScySkbQLaQXm6ySNl7R26ZjqjqTNJe0HYPvtOL+6R9J44KfAPElbVJ+Fs26onM0Grpa0bel4GnTkjyZpe2A6cFNrAxwJc9dIGk1aYv0i239t+a4jz6PuqJLjM4B/kxbPwfZbRYOqOdVD64+BVYAJwEZN38V12YKkicClwC7A4cCpklaKJKZrJH0K+B5wOimB2RGYKmmDooHVmOo+dhWwj6SjIJLk7pC0A+n8mgn8Ajhb0kjbb5eNrL5IGkfKx04DrgCmSxpQNqpEx53kktYHLgROsX2DpEGSNpQ0XNKAqgcmGuP3sg5wte2bJA2TtJekXSQNjRvmu5G0Fekcm2Z7S+BzkqYUDqvWSOoP7A0cYPsY4AmSt/UkDY6e0XcjaTlgMrCP7f2Ba4GvAGdJGhINcpcMBP5p+07bs4GfkdYCmCBpeNnQasu6wJmkB7BNIkleMpL6AdsDM2z/3vZ5wDzSg1jQBdV0zS2B423fBlwHLAJOlrStpNVKxteJJ/izwN+Alaueg2uAk4GzgRNivui7aXpYWAg0ekDnAlsAOwBXSRoWDfK7+Bcw2fa91f4c4NMQPaHdYOCTwBhJQ4E9SefYt4GZkfS9BwOrAl8AsH0TcA/wCnBwJC/vpboeX5R0WLV/F3A1acrYeiVjqyu2zwfOBx4AzgVGSzqm+u7tKikMeGfBtHNJUysa0+kWUt37Ie7/rdh+AzjO9jxJy5N63W8D7gWmAtuUjK9jFgqpnlT62H6tGmqbCYwATrd9saTNgQOBM2zfXzLWutB4Gc/2G5KGATeTTtzrbc+sjjkbeNj2xeUirQeVr6Vsv17tq+r5HAVcCexr+3dFg6wZlTPZXiRpI+A84CXgDtsnSFqLlCRfa/vacpHWgxZf44CjgBuAwcBawAWkkYsYsQCqOaBDgL62L63eo/gqcKftn1fH7AfsBOxWNdgdTZOzZaue9sbn/YBNgENIK+u+DPQD5nTyw2vlaxXAtq9o+W4csIXtYyTtCbxg+/oCYdaKJmd9bF/W9Pl6th+u/r4XaZRsl1LXZUf0MkjaCZgFzJa0o+3HgWnAiY3EzvYtpIt91VJx1okmZ3MrZ/8AJgKjSEO5DRYBn/j4I6wXTb7mVENDyzdGImzPJ41QTJM0sGCYtaLJ2WWSxtq+E9iUNCz5OIDtvwPLAEMLhVkbWnxtC9wOnEhKjl+yvZvtG4BB1QNtRyNpS9Jo15rA4ZJ+ADxCOrc2bkwXAF4lJXsd37vXhbPzJa0O7/SQ3gqcBBwLXAIs6PDkuOFrGHCspJkt0wIWAW9KmkyaZ/tEgTBrRYuzI5ud2X64qZfdpM6Scnmq7bbegC+Rhh5HAeOBW4DvAiu1HLcrsAAYVjrm0tsSnM0ABgEbA88Dx5BukncDI0vHXDNfNwOnAGs2HbMh8FtgeOl467At4RybDqwIrA/8BjiANNXibmDd0jHXzNfNla9BLcdNre5jg0rEWZeNlOyeCRxR7fcjNcqnkUYOx5IqzNwIPAhsWDrm0tsSnM2henG26biDgCeBz5aOuca+Vq0+25407elW4DOlYy69dePsHGBI03H7A3cBny8Zbyf0IA8H7rE932mI9jJgHDBJ0lLVth9wKjDFqae002l1NpfUKO9h+w5Skvwi6cluqu1HyoVaC7ryNRHYrjEXzfYC4H46ZNSmB3R1XU4A9gAeJU212J1UoWFf248Vi7QetPq6nORrt6b72K7AoaQX914oGWxpnFrZ+cBISas49X5+nfTS2Tds/9r2JOBgYLPq+uxoluDsANJQ+HeaDl0OGGf7wQJh1ob38XVSddg9pJGeA2w/VCbS+tCNsyGkd8GQNBIYTbrvP1AqVuiMxvoJ4G0trq03mPQDTQM2cRoe+gMwwfafy4RYO1qdDSL1Sk2VNMb2Y7Yvtn16p98kK7o7x0Y3DrL9LafpPUHXzhaQKllsaPuXpARwb9v3FYqxTnR1Tc4H9mHxfewW0jzajvVVVdjpW1X5+BOwPPBFpQUI/ke6JjeXtDOA7UdtP1cu4vL0wNm+wJerKT7Y/pE7+D2dDF8TSKOtO3d6bpHhbCypg+SwOpxjS5cO4KNA0sakeYsv275L0kPAgZKOID3EjJN0ILAd8EfbfykZbx3IcLYVaXi3o8k9x0rGWhd66OwgFl+Xr5eMtzQf4D72n5LxlqZ6IeoM0nD28sCRpNGcw9PXut/2M5JuJM0N7Xgynb1ZLtJ6kOkLp5fLXioVbx3IdLZU9bD/arGAm2i7BLn6MU4DfgUMl/SM7aOVSoisAzSe5AaxuGxZR5PpLG6S4SubDGcrEs7iHMugeqlnDdIiIIcCD5F61m8nVV2YCUypjn2K9Gb8JUWCrQnhLI/wlU9bOCs5AfrD3oD+pELTW1f7awLPAT9pOe6bpLqOMWk+nIWvcFarLXx9IGd9gIuA1VlcvvQI0tSUocBqpFJuJ9HhLxWHs/AVznq2tdscZAH/JS3vi+0nSUuKjlaq19tYgWow8DXHpHkIZ7mEr3zCWR7hq4dIWlepfvaKwAokH43yij8k1YU+FXjO9lW2p7vDXyoOZ3mEr3zaxVlbJMiSRgDYfoVUsmeepN0lXUh643YCMFDSirZfJS0zfe+S/8f2J5zlEb7yCWd5hK88JI0nLcBzFqms4hzgEEnHNR02lzQFJeYcE85yCV/5tJOzXj8HufoxrpB0je09bZ8s6QVgJKkU2YlOK8ENITUyLzaeZDqVcJZH+MonnOURvvKQtCmpAd7L9gJJF5HKT24K3KZUXvFy0qp5o0g9WR1d+i6c5RG+8mk3Z716qWlJA0hrd19J+gH62t6ri+OmkOpdTrL97McbZb0IZ3mEr3zCWR7hK5+qIR5he1a1vzIwy6myx9qkFQZfIzXO+7oGJaNKE87yCF/5tJuzXp0gAygtUbiQtCLLBcAi25Or75YGtiGtOHWg7XuKBVojwlke4SufcJZH+Mqj6okaYHth9fehwDXAWKeSUcOBp6pjOrrMVoNwlkf4yqfdnPX6Oci2n7b9ctWjchDQV9Ls6uv1gGWBidGoLCac5RG+8glneYSvPGy/ZXthtSvSNJTnq0Z4CnA8sExvaIQ/LsJZHuErn3Zz1ut7kFuRtBLwfdJQ5VLAGNtPl42q3oSzPMJXPuEsj/CVj6RZwDOkhVOm1X34tg6EszzCVz692Vmvf0mvFdvPSroP2BHYNhqV9yec5RG+8glneYSvniNJpBUHN6v+3Nr2o2WjqjfhLI/wlU87OGu7BFnSIGAssF1velIpSTjLI3zlE87yCF89p6rmsUjSDODO3tYIlyCc5RG+8mkHZ203xQJAUj/br5WOozcRzvIIX/mEszzCVx6S5HZs0D5Cwlke4Suf3uysLRPkIAiCIAiCIPig9PoqFkEQBEEQBEHwYRIJchAEQRAEQRA0EQlyEARBEARBEDQRCXIQBEEQBEEQNBEJchAEQRAEQRA0EQlyEARBEARBEDTxf8USXi31i/gqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OOecUtRmKohQz7r8f1q6Fn36CX38VTZRf/Pqr//aGDW0YOtTdXr0azj4bwsPz75onNfnVkGPMmNAahXz7rf/4558XbKMQr13aKOSUJT9CLKYBtxjhPOCwtXZXPpy32JKWlsaIESNUHCuKouQDR47A6NEijgE++CD/zj1tGjz9tKyPGCHCe+pUd/8ff0CLFvDCC/l3TUVRSj7ZCmRjzERgIXCWMSbOGHObMWaIMWaIb8pMYAuwCXgPuKvArC0Etm7dStOmTenfvz8tW7bkuuuu4/jx40RHRzNixAg6derEl19+yYABA/jqq68AWLx4MR06dKBVq1a0a9eO+Ph40tLSePjhh2nbti0tW7Zk3LhxRXxniqIohcvSpSJAs8N5Kt63ryw/+gjmzMkfG0aNctefflqezu/YAZ98ImP33CPL5cvz53qKopwcZBtiYa29MZv9Frg73yzycf/9sGJF/p6zdWt4443s561fv54PPviAjh07MnDgQMaMGQNIeMCvvmd1s2bNAiA5OZk+ffowefJk2rZty5EjRyhTpgwffPABlSpVYvHixSQlJdGxY0e6d++uJc4URTklmDAB+veXJ9V//w2HDsGaNZCYKCLVy8GDsuzbFyZNkvVPP4WLL86bDdbChg2y/vzzsmzXTpaPPSZP4+fPl+1y5fJ2LUVRTi60k14Q6tevT0dfANzNN998QhT36dMnw9z169dTu3Zt2raVBJCKFStSqlQpfvzxRyZMmEDr1q1p3749Bw4cYOPGjYV3E4qiKEVEcjLcd5+s79wJx4/DAw9Ap07QrRukp7tzn30W2vsq51esCJdfLutVq+b++tOmwZIlcPvtcv0334QnnpB9l10GbdpA3bowc6Z7TFRU7q+nKMrJR34k6RUIoXh6C4rAcmTOdrkgLgZrbdDyZdZa3nrrLXr06FEwRiqKohQjjhyBhx4Sb/C994rHuEkT8eBu3w4LF7pzd+yA00+XMIdhw9zxChVgxgyoVQvyUtCoVy//7fae1lXGSEGC9evhn3+gfHk4ehRq1Mj99RRFOflQD3IQtm/fzkLfX/OJEyfSqVOnTOc2bdqUnTt3snjxYgDi4+NJTU2lR48ejB07lpSUFAA2bNjAsWPHCt54RVGUImDMGHjvPfjqK7j5ZhkbNEiWmzfDpk1uYYALL5TlG29AmTLuOSpWlOWhQ/Df/+bOjv37/bc7d3bDKhzKlpVwj88+E5vKlYNx46BKFUhNzfr8hw9DWlrubFMUpeSgAjkIZ599Nh9//DEtW7bkn3/+4c4778x0bmRkJJMnT2bo0KG0atWKSy65hMTERAYNGkSzZs1o06YNMTExDB48mNTs/vIqiqKUMCZNgo0b4fHH3bHt26FRI7jkEtn++WcRlfXqyfa2bZKYt2wZPPWUe1zNmrJMSpLl8eM5t2ffPv/tESMyzilb1l3fs0e29+8XYX70aObnPnIEKlf2t1lRlJOTYhtiUZSEhYXx7rvv+o1t3brVb3u8px5i27ZtWbRoUYbzjBw5kpEjRxaEiYqiKEVKaioMHOhWgwCoXt314K5dK4IS4JVXZDl0KPTrB40bw12+ekc9e8Lw4dInolIl/2scOeIvZkMhIUGWU6bIuUuXzjjHe84vv4Tu3d3txMTg57UWnBLuv/ySM5sURSl5qEBWFEVRcsw77/iLY5AwhRUrJM63dOmMgrdFC/Eq//STeJ0BWrWS8IvDh915b78t5dfi4yUeOSc4ArlMmeDiGMCJdmvXTuwZOBA+/ND/+EC2b4ctW2S9efOc2aQoSslDQywCiI6OZvXq1UVthqIoSrFk9WpJcPvuO2jZ0h2PjJRSmiNGwH/+4455qVLF31s7ejSEhUGDBiKeHZxQDCdR78cf4cknQ7PPK5Azw/EEO+XpP/hAEve8xwfyzz8Zr5GeLqEld9wRmm2KopQcVCAriqIoIdO2LTRtKl7g2Fh3PDFR4o6zokoVePBBd9tp0hFIhQqydARyjx6QVbTan3+6ojUUgTxkiIRvtG7tjo0e7X98IE6tZnDF8rx58OKLkpyYWWiGoiglEw2xUBRFUbLFWpg7118Itm4t3tdt2ySsIhgdOkhJt8svd4Xv6tWwapV4j4PhVLMIpdTbli1w9tlSYm7YMPjmGxnPSiAb49ri4NRBzkzoej3IM2fCDz9IMxOHgwehdu3s7VUUpWSgAllRFEXJlp9/ztgB78IL/cMsgrFgQcax5s2zjuN1xKuT5OeQmgqlfP+1vvlGwjU++ki2Z86E8HBw8qezEsjBcObPmQNffw2vv+7ue/PNjGXnVq4UkRwVJaJ61y4VyIpyMqEhFoqiKEq2LFkiyzPOEBH5+efZi+Pc4gjkzz8X4enghD9s2wbXXgtXXOEm161dC+vWuXNz2jraEcjDhsGoUXDggLvvvvukbrKX48fFqxwTI9tBGq0qilKCKd4e5EWLpDBlflG5Mpx3XsjThw8fTvny5XnooYfyzwYfW7du5f/+7/+46aab8v3cXs4991wWLlxIZGC2TD4THR3NkiVLqF69eoFeR1GUwufgQXj4YVlfuzZj8l1+4wjk775zm4uACOQKFVzR/PPP/sdNmybhFkOH5rz6RUyMhHw4bbA3boRq1fyFMkgXwPr1RaSnpcGVV8qXh02bIC7OTTBUFKVkU7w9yIcOwWmn5d8rP8V2Htm6dSuff/55jo9Ly0ELp61bt1K3bt0ci2NtaKIoipepU2U5cGDBi2PI3PvreJAnTPAf79nTXb/qKsiit1OmREX5V9JwRPj//uc/r149OOssiaMGCatYv17Wp0/P+XUVRSmeFG+BXAQ8//zznHXWWXTr1o31zl89YMWKFZx33nm0bNmSq6++moMHD7J3717OPfdcAFauXIkxhu3btwNwxhlncPz4cQYMGMC9995Lhw4daNSoEV999RUAjz32GPPnz6d169aMGjWK8ePHc48npfuKK65g3rx5AJQvX55hw4bRvn17Fi5cSHR0NM888wxt2rShRYsW/Pnnn0Hv5fvvv+fSSy/NML548WI6dOhAq1ataNeuHfHx8YwfP57rr7+eK6+8ku7du3P06FG6du164hpTff8hjx07xuWXX06rVq2IiYlh8uTJJ8771ltvZWuToiiFz+zZ0qDjzjtz1yb5m2+kFNv77+e/bcHILHnPEciTJvmPOx37ALp0yf11q1Vz1199VZZON78mTeQhJEiZOCfkpHJlaXxStqxb21lRlJKPCmQPS5cuZdKkSSxfvpxvvvmGxYsXn9h3yy238NJLL/HHH3/QokUL/vOf/1CjRg0SExM5cuQI8+fPJzY2lvnz57Nt2zZq1KhBWV+7pl27dvHrr78yY8YMHnvsMQBefPFFLrjgAlasWMEDDzyQpV3Hjh0jJiaG3377jU6dOgFQvXp1li1bxp133smrzl/yAGbNmpVBICcnJ9OnTx9Gjx7NypUrmT17NmV8wXcLFy7k448/Zs6cOURFRTFlyhSWLVvG3LlzefDBB7HWMmvWLOrUqcPKlStZvXq13/lDsUlRlMIjLU3CFC65RCouvPsufPZZzs4RHy91iK+5JvNKFQXBI49kHOvXTzr1NWoE5cu7496Ev7xEeVWt6q7/3/9J5Q5HIP/8s1vJom1bd17jxvK+nHmmCmRFOZlQgexh/vz5XH311ZQtW5aKFSty1VVXAXD48GEOHTrEhRdeCED//v35xddrtEOHDixYsIBffvmFJ554gl9++YX58+dzwQUXnDhv7969CQsLo1mzZuzZsyfHdoWHh3Pttdf6jV1zzTWAxBgHtsEGEcJxcXE0CihMun79emrXrk1b31/4ihUrUsqXFn7JJZdQ1fcfwlrLE088QcuWLenWrRt///03e/bsoUWLFsyePZtHH32U+fPnU8nTKis7mxRFKRxeew06dhTB59T3XbQIGjaEW2+VWN1QSEmBmjUhKUkEcmHy0kv+dp52mnhtR46EZcukA59DbKx4uCMjpaRcbmnWzH97zx7Xa12unPsFwSuQnSS9M8+EGTMgOTn311cUpfigAjkAk0MXyQUXXHDCa9yrVy9WrlzJr7/+SufOnU/MKe3pd2qtDXqeUqVKke5khwCJnmKcUVFRhIeH+813zhkeHh40Znj+/PknvM1erLWZ3mM5T+DfZ599xr59+1i6dCkrVqygZs2aJCYm0qRJE5YuXUqLFi14/PHHGTFiRMg2KYpSsGzeLB7fhx4SD+iRI9LQIzoa2reX6hPp6VKDODtmzBDB6QjEDh0K1PSgeP6MnrB51Cjx7Hr3Va0KW7e6aSu5pVcv/+3Jk93qFd6ycW3ayPLBB92yc/Xry3Lp0txfX1GU4oMKZA+dO3dmypQpJCQkEB8fz3RfxkWlSpWoUqUK8+fPB+CTTz454U3u3Lkzn376KY0bNyYsLIyqVasyc+ZMOnbsmOW1KlSoQLynCn50dDQrVqwgPT2dHTt28Pvvv+fpXmbNmkVPb+aKj6ZNm7Jz584T4SPx8fFBxezhw4epUaMGERERzJ07l23btgGwc+dOypYty80338xDDz3EsmXL8mSnoij5w7Rp4sV88UV3u0kTWW/YUJanny5e0GDNMPbtk0oVvXuL5/Spp6SusEPAd/RCwRelBkgXPoe77oJHH/Wfa0zOax8H4rSgdrj/fqmzHBHhCmEQb/L+/eLldrj+elmG0txEUZTiT/Eu81a5svzVzs/zZUGbNm3o06cPrVu35vTTT/cLk/j4448ZMmQIx48fp1GjRnzkq04fHR0NcMJj3KlTJ+Li4qji/WsehJYtW1KqVClatWrFgAEDuP/++2nYsCEtWrQgJiaGNo6LIpfMmzfPz7vrEBkZyeTJkxk6dCgJCQmUKVOG2bNnZ5j3r3/9iyuvvJLY2Fhat25N06ZNAVi1ahUPP/wwYWFhREREMHbs2DzZqShK7vnjDwmhWLPGLUf2ySeybNlSkvIeeABq1JAxY9zGFoE8/TSMGyfrXbtKI4xnn5UKEUUhjkGEKYgn21s9o2NHNwbZ6YCXHxgj72lUlPvlAoILb29CH7iVN44dyz97FEUpOoq3QM5BzeL84sknn+TJJ5/MMN66dWsWLVoU9BincgXAE088wRNPPHFie7zT1snH0aNHAYiIiOB/AfWDPsske8Y5xsEb3xsbG3ui2oVDXFwc1atXP5F8F0jbtm0z3MuAAQMYMGDAie3q1auzcOHCDMdGR0fTo0ePDOPZ2aQoSs757jt45hkJb3j2WbjtNhg82K3a8Nxz8OWX/sfs2CGtmhs0EA9ovXpuSACI+EtKynituDhZhoVJ1QuQmsK+Qj1FxhdfZLShXDkR7S+/DEEK9eQJp9TblVe6Zdsyaz8daBMUP4H80UcwZQoMH+7/OVAUJWtCCrEwxlxqjFlvjNlkjHksyP7TjTH/M8b8YYyZZ4zRUulFSL169fj++++L2gxFUfLIK69ITOtbb8GgQdICuXt32L5d4m2XL5fkuZtv9j+ueXM3oey666Tqg0Pp0sEF35EjUiItPd1NjnMS0IqS66/3tx9c7/HDD/vXLs5PYmPd9VAS75xwkL//li8zuSmnl18cOSIVNzZskNrV06eHnpipKIqQrUA2xoQD7wA9gWbAjcaYgFxfXgUmWGtbAiOAF/LbUEVRlFOBpCSpQrFpk5QWa91axn0l1AGJJe7SReacc46EVaxYISESl10Gt9+e+fkzC7E4dMg/znfKFGmIURzJaRvp3JDTeGbHpscek3bVpUrJF5nC5vffoVIlCQHZvNkd37Gj8G1RlJJMKB7kdsAma+0Wa20yMAkIyPWlGeDEC8wNsj9kMqvyoJR89GerKMHx/mp8+aVUoWjcWLZ79XI7w110kVRWAIkRBrj4Ylm2agV33CFhGbfemvm1IiP92yc74RYHD4qwWr8efvtNkvWKK4UhkO+9Vzz4oRLMpsL22qalSbUSh507ZVmzpni2FUUJnVBikOsC3u+ecUD7gDkrgWuB0cDVQAVjTDVrrV8Xe2PMHcAdADVr1swQp1q+fHni4uKoVKlSjsutKcUbay2HDx/m2LFjGp+sKB4SEsIZPrwZdeokct99Gxk7NgaQbhfXXbeD9u23cvhwKZKSatGnzw4iI9MZObIqM2bUoXv3PSR0byiVAAAgAElEQVQn7yMnv1IbNnRhwwaYOvVXfvihFmPHnsmIEav5++/mwFZ27pSKNcXx17Rhw1j++qs8u3b9zIEDBf+FW8IsunD66ceYN29xdtN58MHavPaa63bftWst8+btLTgDA9i7tzRw/ontp59OAMpQp85Btm0LZ948qTp09GgpvvqqHv36bc1dAmZyspQ6ySu9e7uZmCkpsh7svB07+o937Rr8A1oQdsXESO3A6Oji+UuhFBgmO6+eMeZ6oIe1dpBvux/Qzlo71DOnDvA20BD4BRHLza21hzM7b2xsrF3i9Or0kZKSQlxcnF8NYOXkISoqinr16hHh/OFRlFOcr75yy4OB/C9evRoGDIARI9zauvmJ43t45BFJcgO46Sb4/HOJcS7shiA5YdcuKWzUsmXhXdNJevT0RMqUlBT/ahvjxolX38HagutG+NtvEhbz0ksSo+3kdsfESJz24sWwbh106iSVOhISpIX41Vfn4mKzZuWt4LTDM89AnTqyvnOnrA8enHHeuHH+46NGSWvIwrBr+nS59tatEJB0r5RMjDFLrbWx2c0LxYMcB3j/TNcDdnonWGt3Atf4LlweuDYrcZwZERERNHQKdiqKopzEWCu1huvUgf794YUXRByDiKqCEMcg5dyefdYVxyDiOCzMDdcortSuLa/CJCc/h8Dv/t6KFtu3S+z4d99JnHh+kZ4ur4EDYe1aGfMWPpo2TcJFNm2CSZNESHuPVRQlOKHEIC8GGhtjGhpjIoG+gF9klTGmujHGOdfjwIf5a6aiKErJZdkyuOACt4nE/v3S+nn9ehGsI0e6tYrvvRfOPz/zc+WVZ54RMRxIenq2peKVEHHCFrwC2fny89BD+Xut228XYe6IY5DPk0PDhm7UwdCh/sfqwzxFyZxsBbK1NhW4B/gBWAd8Ya1dY4wZYYy5yjetC7DeGLMBqAk8X0D2KoqilDj694dffxXvnbXyFNhp3ezUpnUqSFx0UcHaEh7ulk275x53/IMPCva6pwpLl8K2bSI+vQLZ8equW5fRc2uthDvkpgufN1LRiQq46SYRyU5CpxONcOiQeLEdNNVHUTInpDrI1tqZ1tom1tozrLXP+8aGWWun+da/stY29s0ZZK0NUoZeURTl1OPIEdd7ePvt4jF2GDgQ2raV9Xfekd5IThOQgsSpUOFNQRk4sOCveyrQpg3UrStfePZ68vP273fXt2zxP2bePLj2WrdaSU5ITXXXp02DjRtFBD/+ONxwg4z7Gr4CMHGiu67pPoqSOSEJZEVRFCXn7NoFL74o68ZIgtnzvudrTz4J773nevG6doWFCwunhJmTGFi5suQdzZlT8Nc81WjZ0i3FB/4CObDbnvMFatOmrM958KDkp11zjdTKBjjsy/apXVtqYp95ZsbjIiMlUW/IEAnfcRrLJCSEfj+KcqqhAllRFKUA+Pe/5ZH3Cy/II+/0dDe2uF07aRMdLBa4MGjXTsT4k09K+EdBh3WcitSp419v2ruekCBidfRo2f79d1kGawHu5cUX5XM1ZYrUaE5Pl/rG//63FIHI6vO0ciWMHSvrL73k2qEoSnBCqWKhKIqi5IClS8XTB1C9Orzxhqzffz/Mnh28klVhc955RW3ByU2ZMnD8uKynpMCbb7r7EhKkchlIEp0TI3w4m9pPTvLfXXfBmDFSChDcpjJZ4Y03droEDhkiyaK1aknoj9MuW1EUFciKoij5hrUijqdOle3ffpNW0U5t3Msvl0ftVasWnY1K4VC2rAhha/0rTIArnEE6JQYb95KWJnHL1spnKSZGxv/zH1l26pQz2ypVkutOneqW9m3fvnh3T1SUwkZDLBRFUfKJL76QpLvnnpPtFi38G0cAVKum1QNOBcqWFcH75pvyJQngKl/dp927M86/6KKMsckO77wDzZpJ05KoKPmi5aVChZzZFhYG337rPxYo4hXlVEcFsqIoSj6x2NONuFs391G2cupRtqx4fp0vS+DG/m7cmHF+mzYiqIM1t504UapVrFkjArlBA/9ugjkVyMH4ULsXKIofKpAVRVHyyK5d8Oij0hAkOlpEzk8/FbVVSlHifDlyqldERLgxvp9/Lsvly+HSS2W9WjVJugtM1IuLkzhhkMYyUVGyXrGiO6d8+bzbu3mzVFlRFEVQgawoipJHBg2S1s1z57oNP5RTm8CEt9NPd4Xsjh3i9T37bKldfOyYO//yy92qFtbCRx+550hIyCiQIyMzhvGESvXqsnSS//75J3fnUZSTERXIiqIUe3bskA5kxa2xgbVSeWDVKncsMD5UOTVxWoc79O7t/+Xp5ZehdGnXs1ytmozPmQOXXSbrY8fCsGEyxznW8Uw7HRjz0i564UJ5TZsm24cO5f5cinKyoVUsFEUp9nTpIln8558PCxYUjyS3+HgRw/Pny/aLL0pN4Zo1i9YupXjgJOYB1Ksnnw9jpKQaSIk1L9ddB3/+KY1kmjaVaigzZsi+UqUk7vjgQdeD/MwzEuPsjUXOKWeeKa8FC2R76lSJg9a62IqiAllRlGJOcrLbmnfhQjh6NH+SkvLC2rXQvLn/WN++rvhRlIYNpaLJ4sXSPtwJY4iLCz4/KkoS+iZOFMEaG+u/zykBd845sixVCkaOzB9bK1eW5QsvyCtYoqCinGpoiIWiKEXKoUPSCcyJf0xOFu/YhAni0TrrLBm/8EJZ7tpVNHYuWCC1Yi+/3O1I1q6dLFu1khhTRfFy112yXLbMHQsPd8VyMIJ9+YuKgiuvlHWnOUh+0qSJdHtUFMVFBbKiKIXG2LEidIcOFU9wejp89ZV0nXvqKZnz6qsiAvr3l7jNrVtl3BEIwWrIFjRHj0ozht9/h5kz5VF4mzbSCGTXLvj558K3SSn+9OkjS0coh0IwgVy6tJSIO3QITjstf2zzEhEBn30mQrlOnZwd+8fGMvywsGL2ExWlhKECWVGUQmHnThHGv/wCb78tQiA8HJ54QvbHx8ty8WLJ7vfSqxf06CHrheVBfustecy9YIHbGtqJL549G+rXl/VataQzmaIEUqaMfAm8447Qj3HCHbyULi0hFQX9OevYUZqIhEpqKrS6sRmXDm3MvoNuxOb731ZjwYpyBWChohQeGoOsKEq2rFolMZDt24c2/8AB2LtX4i0vuUTG/vc/SSqqXdtf5Dq1Vz/9VEIWDh6UCgCvvy7n6NdPkpsOHJB5Tz0lSXsFmQx3/Djce6+sO218Bw+G66+XBiDgHyOqKJmR04TShg0zjhVWZRSn+1+ofDPXLctR45JWJCxYRqlwy+3PRQNglyzNZwsVpfBQD7KiKFmycaNkyp93nniMsmLBAokdrl5dWuN27w7vvSf7Nm0SsbBsGUyZIrWDQTLmH31U1u+9V8IVqlSRBgq33OIKjKpV3fM4XmeHn3/OvE1vbliyxLUNpArBO++Ih80Yuf6TT+bf9RTFoUmTjGNOB76CJicC2Vp48I16fmPtBzQl4rxzC8AyRSl8VCAripIpiYmuxxQkWeiqq0SM3nefVHLYts3df8MNEjvs5Y47RNSuWCHhCLVqSWzxmDHiIZ4zR0pgOfGakLHJAogw/eILWfdec9488Sjnp4hYv16WH34o69u3SzhIVJQ8Mn/++eJRak45+Qj2lKZUIT3rLVtWfucHDoSVKzPu37FDfvffnHo6E3+oQtwe/w4lf2wM8ourKCUUDbFQFCVTNm4UcfjqqyJkZ86E6dPhm2/gzTdlTps2Ev5gLaSkuMdedZXbgKBxY1k6sbwgiUHehKNRo+Dmm8XD7LTfDeT66+GKK+Dvv8Wb3bOn2yjBqeUajFmzRNT++KPbaMFh61b4+GOJja5UCcaNk/MbI57jwhInigL+9ZMLG6e5yUcfSYts5/cXpLpMgwby+zdjhn+SwFsPb+ext+tyLMG/PMfrn9bg3zfvLWizFaVAUA+yoihs2QIffJCx/ulnn8nyggvgu+/c8YUL3fX0dFn++afEE7/7roxNnizhFXfe6c51yqMFo3Zt+ec7bJhbPi0YVatKSbjVqyVZ7vvvZdzrVfby558ipH/9VUJFPvlE/tk7jB8Pw4fLF4ApU+QR9/Ll0tlMxbFS2Hg74wV+mStoevd2E2QbNYL773d/r1askKXTvMTLPX32cXFsvN9Yg1pJPPhGfVZtiipAixWl4FCBrCinEGlp0lzgiy/kUWlamow/9JDEBH/0EVxzDfzwg4zPmiXLmBhZTp0qy7FjRTwOHQpJSfDHH/Dgg7IvNla8r1FRcs433pDxq67Kn7CEqlXln7YjjB02b5a2z4Hcequ7vmmTxDWPGyfbf/0F//mPu79PHymlNW1axlbBilJYfPgh3H23lDQszLrfdepIE5waNeRpy+jRcPvtsm/nzqyPPXDY/9vkx8O3AvDSx7WYt6R8AVirKAVLSALZGHOpMWa9MWaTMeaxIPsbGGPmGmOWG2P+MMZclv+mKoqSVz79VJLL+vSRcIJSpeCxx2DuXNl/223iRb31VhGPK1fCyy+7McFV3KR1UlPh3HMhIUEaZTiCNbBhRmSkeKYdcZ1XnDqxgYl6IF3IAnGqArz8sjt25IjUNv76a3dsxQr/JgzemGhFKUxuvVVKIVasWDTdGffuhXXrZD01VX5fxo/P+pgh10o5ms5t4mkfc5Ta1SXe6rPvq3HRkLMK0FpFKRiyFcjGmHDgHaAn0Ay40RjTLGDaU8AX1tpzgL7AmPw2VFGUvDN9urvueI+dBgTdu7v7du2SR6zgNugAiSU+7TSJzV26FK69Fs48090/YICEJhQk//pXxrHzz5flnXdKzPRXX7n7EhKgRQvxcP/2G5QvL96wChXg4Ydlzscfi8hv0kRK06WmSqiHopyKeEOcIiLg8ccz/4Ib/8tyAPpd/g/pi5fy8383sGj8espGpWeYu/efUuz9R+OWlJJBKB7kdsAma+0Wa20yMAnoFTDHAk4rnUpANg9jFEUpbDZvliQ755EpSK3hSpUkCe+776Rc2pYt/rG3Z3mcP7VqiXdpxw5JzitfHiZNkn1vvikhGgVd3eGss8Qjfd114g3/80+Ji+zcWfa3aiXJfIMHw2uvwbffiicuLEz+8Tdu7HrHQET+Lbe423XrZt0KWFFOdrw5Bj/+KH8TgjUwAShf1hXC3t/9cmX8BfIn31WlZvdW1OzeKj9NVZQCw9jArJzACcZcB1xqrR3k2+4HtLfW3uOZUxv4EagClAO6WWszVAg3xtwB3AFQs2bNcyc5/1kV5RRh//5I4uNLcfx4KZo3P1Ko137iiRj++KMyH364mG++qcvkyQ345psFVKqUkqF71p49penb93xatz7IqFFB6j0FEBdXhrp1E4q09Flychi9enUkMTGjuq1f/zgTJvwOwLBhzVm+vDJHj0o21ODBm+nbd0eh2qooxZ2//irLwIHiSq5f/zj16x+nS5d9jBzpX8Fi7nczgx6fnBxGj6uDl6M5cczOnW5WYkpKxtI2Dvv2+Y/v2RO8o8qRI/mTWeu16/BhuXZSEkRH5/3cSpFz0UUXLbXWZtvqKRSBfD3QI0Agt7PWDvXM+bfvXK8ZY84HPgBirLUZn7H4iI2NtUucavyKcgoweTL07etup6dLzdHMMtXj4iQWsU0b8ZRWrBh8XigkJcnxd98tXuP0dDl/gwaZHzNjhoQuFHTIRH5y9dXiMQ6kfn0JvQAJtXj9dXff7NnQtWvh2KcoJQnvF95Bg6QqjTO2ZeoqklMMZ0UnBT3WWghrG7xpyIkOe888I5mBIKK0Th3/WpAO48b5j48aJQkVgcyaFVxg5xSvXdOny7W3bs0+EFspERhjQhLIoYRYxAH1Pdv1yBhCcRvwBYC1diEQBVQPzVRFObn54w8pvD8mIDL/xRcl+S1YeTWQUIDZsyW5rFKljFUbQmXuXBgyREqbnXOOjIWFZS2OQUqulSRxDP4teWvUkCx8kEREh0An0HnnFbhZilIimT/fXXeSYx3q10zOVBxD1qFWiUnaZUcp/oQikBcDjY0xDY0xkUgS3rSAOduBrgDGmLMRgbwvPw1VlJLI+vUSE/vRR9KIwotThWHQoIxNLtauFe+yl9tuEyEdFyf1iQ8dyv761kp8reP4CPZU8mSiZUt3fc8eaV2dkAB33eWOX3GFtIyOiZEnsuXKFb6dilIS6NDBTdZ1BPLw4VCzSlJIkQyTX9gSdHzvQU3UU4o/2Qpka20qcA/wA7AOqVaxxhgzwhhzlW/ag8DtxpiVwERggM0udkNR8pl586QD26ZNRW2JsHQpNG3qPzZ5cvC6plu2SJgdiKh99VVZHzPGTRjbtUte99wjHecuuSR7G2bNEkFdvTq0bSs1ik9m6tXLOBYV0KegYUNpGrJqVUavmKIoLmFhkvAKbpfMZ56B3Z/PDen4Gy45SESpjJGWu/dHBJmtKMWLkOogW2tnWmubWGvPsNY+7xsbZq2d5ltfa63taK1tZa1tba39sSCNVpRAkpLg4oulwUWw0LSCYvduWLRIyoIF2nPTTe52u3YS93vDDVIJYvhwEW7OI8z+/aFmTWmzfM014nHu3VvKlq1eLWEYIBUblktVJZYulesEw1o5z2W+iuSffgq//55RLJ5s1KolZefee6+oLVGUkwPnS+fBg7k7fvqozdQ5LdlvbM8/KpCV4o920lOKlPXrRUhOmZKz49LT3XbBW7bAmjVuHO/q1flrY1b861+SyHbmmXD8uDs+ejRs2CBl1b79Vjy53pi8Z56R+Z06SejEGWeI/ddf7yaZPf20LJs2FfEPkky2fbvU67XWTTwLZNMm9z29+GK3BNrJTlgYbNwoYSuKouQdJ1ctMjJ3x/c4/wjfvLLZb+ydL0/jf7/r4xuleKOBQEqhs3WrPNo+7zw3HOKrryQUIJT2vgcPStviDRvkXGec4b//66/hv/+VChARBeio2LvXjSvetg0WL4YLLxRv8jvvSAhEz56ZH+8I5vffd7e3+EL2rr1Wqlc41PekyY4dK/+0evUSD3bjxhnP7Zxz8eKTP6xCUZSCo3dvqSeely+d1Sv7P2L7YWElflhYCXt5JgcoSjFAPchKobJ1q8SANmjgHyucmgpvvZX1saNHQ79+ULWqxJDu3esKQZBzOnG5gwcHL/eVFxIToX17eOMNCXN49lmx+7vvZP+MGVJ14pxzxLPbtm3Ozu9tc+x4jx3Cw6UaRVycVKRw2jnv3es/z1o4cMBtq3yyJ+UpilKwhIXBv/+dtzKTgQJZUUoCKpCVQsUpdXb8uIi+VaskPOLCCyV+2GHHDpgzx//YZ59144sd7+q998ryvPMknnfiRHf+hg35Y3N6uiTGlSkjcbwPPCDXf/tt8a507y738uqrItCdEI+6dXN2naeeklCM5GSpfBFIly7uOZ1SnxMmuPtnz5a44+q+Aott2siXCUVRlKKkYrlMWyIoSrFFQyyUAuf996UWcMeO4n11aNxYSm2BlBKaNUvEcvnybq3atDTxYMyeLZ5Rh5Ej4csv3eS1KVMkQQtg5UqJ7R05Eh55xD/MYtMm+O03iR0OhcDmHl5iY+GTT6Rx0+mnu+ERDh06hHYNB2OgR4/Q5jqhKNOmiTf9wAER616WZuhlqSiKUvgUZYdNRckt6kFW8g1rYeFCSbw7fFjG0tPh9tslfKJvXykVNG0aTJokDYoc6tWTRkoxMf6NHHb4OgA//rgshw6VMIuLLhKvrkPNmu56y5biOT1+XK7tLTjYrp2USKtZU4RyVqSn+4vjyy8XD3FKilSb+P13EfMAffq482bOhL/+gtatsz5/XihVSh57AlxwQUZxrCiKUpwIVu5NUYozKpCVfGP+fPGaNm0qAvS226RTHLiP+o2RRg19+kjlB4eOHYOfc8MGN662a1eJQ54wQTKqnTCE5s0zeiimTpUQg48/Fk/quHHiTXZKFe3dK4knwTh8WDzNW7fK9iOPSFOO6dPhxx9FnJ5zjv81R44UQW2tJOYFdmsrCF57TRL2FEVRijv9r5BHgNdcJH+ES4VrqwSleKMCWck31qxx15OS4MMP3Tq9TqmgN94I/rite3cRso7H2OnStGaN1A7+6y8pgeY91hgRzgsXZjxfq1bSbQ4kWW/IEHjlFf85jk1eHn0UKleW8A8nZOLSS6XVc3aPCYviMWJmIRlduxauHYqiKKHQ4/wjPNp/N2FhKpCV4o3GICv5xsaN/tuRkRJKcc01UvZszRoJecgMJ/Fu9mzxQsfESEKcwy23ZDwmqyQ0p9LD88+7Y02bSgWKZs1g/37/+fHxbvUHEG81ZCwjV5xo2BA+/1zE/pYtEnpStSqULl3UlimKorhYKx4EY6BcmTSSU8JITQ9TEaIUW/SzqeSZLVukCoVTx3jZMnjoIRg1ShLnEhKkg1uozSoc72eHDhLPCxLaUKZMzuwqU0aS6ObOFW92RIRUzShVSgTlzp0yLyVFQi6cVs8OM2aIN9lbg7g4cuONsrzwwqK1Q1EUJTOcXBBjLOWiJB650dz32d7vqSK0SlEyR0MssuDnn2HPHlixwh1LS5Pkr7//Ljq7ihtffy3iGMRbXLeulFtzqkrktr3xu+9KbPLrr7v1jXPKzTdLFY3hw6WShhO64QjkiRPF012vHnTrJvu85ea6d9cMbEVRlLxyQiAD5cqIQN6RWIMjybn8B6EoBYwKZB8TJoigS0yU7dRUqTtbq5YkZM2bJ+M9ekC5ciKoAh/Re0lO9q+ecDITFydF5NPSsm/2kRPq15cSZt4wi9xgjLR2btrUHatTR+y+6SZ37MABCeO45BI3yS6rkBBFURQlNFqfdRyAM+olnRDIAAeTyhaVSYqSJSqQkbJj/fuLt9ipXOB4RB2mTpXuaP/7nzuWmRhMSJD42cGDxdt8sgvlffukcUVYmOuhLe7UqQPHjmUc/+ADEdSffw533gkXX1z4timKopxsDO2zj2WfrqVL7FE/gZyYFpHFUYpSdJzyAvnAAejVy93esQN27YLLLnPH6taVclpO0tc110i8p1MlIZAxYyRh7b33xNv84osy/uef8M8/oduWlibhBdu2uWP9+8NLL0mt4ZycKy+sWydhFJnhCOSSRLAKFuAK/PPPl59j2Cn/G6IoipJ3jIFzmiYAkqTnoAJZKa6c0v/+V61y2/I6rFsncavr1sn2smXS8tjpxvbaayIWe/aEzZulPm4gkyb5b0+fDm++CWefDdWq+VdVyIrJk+HBByXEA6Qm8IQJ8NhjEi5w9dWh32tusVYqPlx3nQj2YPz9N9SuXfC25CdduvjHNX/9tfyMFEVRlILFSdIDSEhVgawUT0rIA/H8Zc0a+PRTqVAAUvv27ruhQQO47z533rJlrjjdsUMqKVx/vWw7lQ1273bPAyIo//xTznfBBdIBbuFC/1q9Tz0FTz6ZvZ1OOMfBg8ETxYLV/80L1sorPh7Cw6VLnNOtDSTEpGFD//kzZ0pYSqgtkosL9erJz/Ppp6W73pVXFrVFiqIopwZlozTEQin+nJIe5M6dJezhscdEKL3wQvBSXo44BhHBN9zgClWntfGePRKS4cQZv/EGHD0K554r3eLatfM/Z4sWcs3sWLdOSpMFUqGChFiAeL9TU7M/Vyjs3CkVI8LD3UYZKSlSCzg8XOaMHy/d4hw+/li64iUkQNu2+WNHYfPssyqOFUVRChNvDHJCWmQRWqIUJgkJMGCA6Ivbby/++VmnnED+4w//2N0aNVzRu3ChdGy75x6pn5sVjkAeOFDiWUeMkO0JE2R5xRWyfO01/2S+zp3F6/zll5IEFsi6dRLO0KyZbL/5pthSvbpUzThwQFofT50qwvzpp0XI5pa9eyVWum5df4/07t0SW2wtDBsmYyNGyBcAh48/ljbP//zjXw1CURRFUTLDL0kv9ZR8kH1KMnmy6IZNm6T86t69RW1R1pxyAnn8eFn27Stdx957z9133nlS3uuttyQOOSscgey0I/78cwlBWLFCPLxO0lrduiK4HS9s27bi9b3hBqnzG/gBee89/4S4Ll3Eln37JH7ZiYW+8kp5vfiieLqffFIqZuSE+Hi5jzvukO2ePcXz7TB/vixjYlyR/9NPUvUjNVW8zs2bQ5UqObuuoiiKcuqiVSxOLX7+WfTCRx+J93j6dBl39FNx5ZQSyOnp8NVX4t2dOFGS75z2xjmlWrWM5x44UNaDJc9t2yav2Fj/8dWr3XVr5dtVjx7ywXnlFRGnwTDGFfdr1sDIkXLsjBn+58vsEcaRIxJj7XDbbeLVXrLEDeHo21eWrVqJyO/TB2bNkqof338vH/iSlpynKIqiFC3eKhaHk3PYIlUpdsycKaETa9bIE/BFi6STbmoqrFwpjr66deGXX2TemWeKcy5YkYPiREjPNowxlwKjgXDgfWvtiwH7RwEX+TbLAjWstZUpZqxeLcl2zz2X93MFlv/aulUeG4B8Qwqkbl1ZpqVBpUrSgGT9erfdMUhd3n/+kVbLDRtKu+asqFlT4qjnzJEP2l13yfj//Z+I2m7dJITk22/9j4uL84+5XrhQvOcOl10miYsgXuUzzpB1b6vnq66SZWbl0hRFURQlGBEe5bHzeLGTCkoOsFZEcUKCOOnAfQr+4INw1ln+82+5RfKwdu8uXDtzQ7YeZGNMOPAO0BNoBtxojGnmnWOtfcBa29pa2xp4C/imIIzNKy1bihf3mmvy53yLF0t4Qs+ebrLcCy9kfUx4uAjYn36S7T/+kPOAG26Rk5rCL7wAv/3mf0+bN8uHcOFCiVU+cMDdt2QJ9Ovnfw5vWAWI13rVKrFj8GB33PEoe1EPsqIoipJTZr21EYC/j6lALs4cOybOxTlzMu5LS5OKXQkJwY91qnq1aiXbxoRWpKC4EIoHuR2wyVq7BcAYMwnoBazNZP6NwDP5Y17+06BB/p0rNlZeqalubHCjRtkf5yTg1a8vYRSvvCKe4I3y9+JEfHNOePhhaW/9+uuuAD7nHFi+XGKGb71Vvs5gCagAACAASURBVBw41SYqVJA46Isucm33EhMjFTq85eV69JBQkg0b3LbNKpAVRVGUnNLj/CPEVtrA3+pBLta0bOnGCv/0kzyZdhg+XJqoZce//y1Nzv71rwIxscAIRSDXBXZ4tuOA9sEmGmNOBxoCQb5rgDHmDuAOgJo1azJv3ryc2Fqs6dcvmk8+iWbfvmXMm3ckpGM6dGjE5Mmi2J1uez167MaYDcybl57FkcG57DJ4/fUuJ7YffHARN998HgsXbqFhw+18910tQJTtSy8t5eyz4wHI6Y/BWnjoodrs2FGG9PStubJVURRFKaEkJ4sHJY+UbliNDftPY17HjlKOKSIi+Hk7dvQf79o1+D+ufLKL3r1dz1FMjDxOjY7O+T/LEo61sGVLlxPbl1wCc+fOO7H99ddtgIoAnH76MbZtK8fFF+9hzpyajBmzlClT6vLTT7WoW3ceo0ZVplmzIyVKLxibTSE6Y8z1QA9r7SDfdj+gnbV2aJC5jwL1gu0LJDY21i5ZsiR3VhdT1q+HJk2CN/UIxpYtEqx+2WXw3XcylpgIpUvn3obXX5e4n4gI+VtRvryEgbz+upSce+ghicMuSY85FEVRlGLErFk5iwXMhLuv3cXE3Rfxzy0PSEJOnTr+cX0O48b5j48aJd2+CsgunnnGTbCZPl2uvXWrWwbrFCE+HipW9B9zJGNamjyJTkiQ/KcXX5QeEBUqyJPmihXl6XpyMpQtW/i2Z4UxZqm1Nja7eaF4kOMAbxuNesDOTOb2Be4O4ZwnJYHB6NnRqJF8kJKSRMDedVfexDHA0KFSds0pvVazJowZI/UHa9aUZEEnYVBRFEVRioq6UQc4mFSOhNQItJZF8cOpdPX++zBokKzv3y99GdavdxPzbrlF9lWo4H98qVLyKqmEUuZtMdDYGNPQGBOJiOBpgZOMMWcBVYB8boB88lO6tLSkrlQp7+eKiJB44969ZbtGDRHgO3dKPPKQIaF7uBVFURSloKgbJRnkmqhXdKSni5f3ueekwpXDzp1Sng1EmyxfLuuTJ8vS2fZ2HD7ZyFbbW2tTjTH3AD8gZd4+tNauMcaMAJZYax2xfCMwyWYXs6EUKjVq+G8Hq9GsKIqiKIXNCYF8vApnFrEtpyqNGkkCP0hFrGnTxIk2aZKMXXedhIGWLQutW0tPhKZN4ccfpfSrk7B/MhKS89taOxOYGTA2LGB7eP6ZpeQXDRv6bzdrFnyeoiiKohQm9bwe5GIWp3qq4IhjkEZjlStLR+CFCyUv8csv3f233CL7unWT/giXXRa8CtbJwinVSe9UZMQIeRQyb578Imh4haIoilIc0BCLoqdCBbjvPrcfwpEjkhP1yy/+DcQAmjd31w8cOPkbhZXg8GklFCpWlMciiqIoilKcKB8uHSaOpuYxO13JFXFxUqmiTh1p5rF0qYx//bU0LgsMyaxWzV0/dMh/+2REPciKoiiKohQ6xkDp8BSS0tRXV9js3i3NyiIiJM64alV3365dsgyML/bOgfypqFecUYGsKIqiKEqREBmWSrIK5ELnjTdk+cILkqg3dKj0Y4mJcecEloStXt1//WRP+leBrCiKoihKkRAZlkZSugrkwiA+3l3fvFlCJB58ULYbNIBff3UT+aOjM3qMK1SQttEg9Y9r1y5wk4sUFciKoiiKohQJpcNT1INcwPz5J/TtKzlJs2fL2Lp14jEOJDJSlldeGTyp/6mnREhfdlnB2VtcUIGsKIqiKEqREBmWpjHIBUhSkiTqOw0+HngANm2STnjeqhQOZ58ty27dgp+vSpXgwvpkRAWyoiiKoihFQunwVJI1xKLA2LdPRPLVV0tYxOrV0LixNP64886M8x95BGbOFA/yqY4KZEVRFEVRioTI8FT1IOczy5bB77/DFVfAmjUy1q+fW+sYYPhwqWIRSKlS0LOn9kwArYOsKIqiKEoRERkmHuQ0G0Z4kP0z5leiyaEaNCl0y0omv/wCF17obu/fL8vTTpPwCIc2bQrXrpKIepAVRVEURSkSSoenciQ5ilIzp/Hssssz7L/ygTM568vnisCykkd6ur84BgmpAKlS4RXIDRoUnl0lFRXIiqIoiqIUCZFhaexOqAjAsKW9itiaks3ChRnHjh2D8uUlnKJMGXdcBXL2qEBWFEVRFKVIqB51lC3xwVuypaUVsjElnEmTICwMRoyAhg3d8WbN3JjiIUOk5Ft4sHgWxQ8VyIqiKIqiFAlnVNxLunWlyE1PNmTtligAEpJUooTKihUwZoxUn3j6adiyBd58U/Z5y7mNHQsTJxaNjSUN/fQpiqIoilIk1IiK99ue+ENVBo+U5//HE1WihMILL8A550gM8sCB7nirVrJ0uuMpOUM/fYqiKIqiFAkRYRnjKCqUTQdUIIfCgQPS3c6hdWt3vX17uO02uPbawrfrZEDLvCmKoiiKUiREhgcRyOXSsJYTnmQlc3buFM/xqFESf+ytbVy6NLz/ftHZVtJRgawoiqIoSpGQmQf5wOFwflxUqQgsKlkcPCjLFi2ga9eiteVkQ59fKIqiKIpSJAQTyKlpsP+Q679rXuXvwjSpRLF7tyy9NY6V/CEkgWyMudQYs94Ys8kY81gmc24wxqw1xqwxxnyev2YqiqIoinKyEUwgxx8LPyGQa1RNITEtorDNKjE8/bQsTwteKU/JA9kKZGNMOPAO0BNoBtxojGkWMKcx8DjQ0VrbHLi/AGxVFEVRFOUkIphATkoxJwRyvRrJp4RATk6GBQtkfcEC+Oij7I/56y/YsAE6dPCPPVbyh1BikNsBm6y1WwCMMZOAXsBaz5zbgXestQcBrLV789tQRVEURVFOLoIJ5OSUMD6aVh2AuqelsH3ryZ8udcstMHmy/9h110GFCsHnWwu9ekli3hdfFLx9pyKhfOrqAjs823FA+4A5TQCMMQuAcGC4tXZW4ImMMXcAdwDUrFmTefPm5cJkRVEURVGKjORk2LMn7+fp3Zs/150OP/oP7zmWwh+/VQPAVDjMMeowz3u9rl0hmH7IxK7ExDB+XlCb7hf/faKjXHZ2EeHzWsfESPxCdHTwa+YTkyd3yTD24YfLadXqcND5cXFlWLWqPc2bH2bjxuVs3Fhgpp2yhCKQg32cbJDzNAa6APWA+caYGGvtIb+DrP0v8F+A2NhY26VLl5zaqyiKoihKUTJrVv4EvY4ZQ5q9GLjkxFCNqimUNaVPbDetXpppiRGU3deQdjHHZfDzz+HTT0Oya+q8SvR+6EwArm0dSWyz4yHZRZ06sj59OgweDFu3wvjxObi5jCQmipe4Xz/x/Dp4W2o3aSKl2Tp3hrS0c3BkUlKStIcu5VNt33wjy/HjKxEb2yVPdinBCSVJLw7wRrfUA3YGmTPVWptirf0LWI8IZkVRFEVRlKAEhlhUqZBGUrIrTQ4cFkXYfsDZuTr/j79VPLGekhqK+7jgeOstGDAAJkzwH9+wQZYXXQQ//wwXXCAxxUuWyHhqquj+ihWl5jFIgxCAWrUKxfRTklAE8mKgsTGmoTEmEugLTAuY8y1wEYAxpjoScrElPw1VFEVRFOXkIoNArphKUoqhSsVU7rlhL0nJrqjdvT/nscgHPOXi4o8XbWXb0aNluWiR//jy5e5+R/C2bg0TJ0oC3tlnQ3w8JCTA99/L/sO+yIuKFVEKiGw/LdbaVOAe4AdgHfCFtXaNMWaEMeYq37QfgAPGmLXAXOBha+2BgjJaURRFUZSST6BArlwhjeQUQ2qaIaKUJdHjTf5xUdZqMC0N3pp0GgmJrqjesSeS06qkAHDkaHg+Wp5z/vaVc163zn/8zz8l5KJpU3esUSNZLlwImza544mJsjxyBIyB8uULzt5TnZC+TllrZ1prm1hrz7DWPu8bG2atneZbt9baf1trm1lrW1hrJxWk0YqiKIqilHwiw1L9tktHWDbtiOJYQhilwi3JKa7Y7T+8IXsOZPQiz5wJLVvC1EU1uffVBjzyZr0T++L2RtCsoajKR96ql+HYwsKbO7hgAfz3v9CpE3z7LTz7rIRORHiq2Z1xhv/xd90ly/h4WR4+LBUuwrTdW4Ghb62iKIqiKEVC7bL/z95dh0d1Zg8c/96MxN1DgBAkwd2KU1qgDtRpu9R122271HV/ta1RpUK7pUapIy1evLhDIIRAQoy469j9/XGTyQwJECAGnM/z8GTmzrUJSebcc8973touDW0985m/xg8Am01Br1dpE2JyWj8jp25P5Ftvhb17Ib9Ee21LnCegZZQzcoz0idEG5iWlu9bZtrk8+GDtY6tVG/f3998waVL96z/wALz7bu3zmoxycbH2NSdHZs9rahIgCyGEEKJFBLmVAqBXLKTc7DxRr0Gv8va/0pg79nP7MotVyyjbbPDrr9oAtsLqfll3v98DgIISrZQiK9+AxaoQ076SCRcV0aVdZVO/nRPSVVd3HF9/fLL1H3qo9nmXLtrXRx6BTz6BLVugX7/GPUfhTAJkIYQQQrQIRYGlE99j30gtxfrAdbXzjOl1Kh5uKjd03GZfVhMgv/WWNpHGr7/WdnaoUVahhTZpWVpGuW2omeg2VfaOGC0hJUXrUtGtW/2vh4TUXeZYcjFiBPTtqz2eNQsOH9YG8ImmIwGyEEIIIVrMpZH7ifHSRrA9PS3Tvlxfz5i6mq4WNS2JrXUn4iMjx0hhiY6MXC3CjAg2ER5oJr9YR0lZ84c9qgoHD2qD8OobVHfllVp7t/r89BN8/z34+cGOHTBhQm3XCwmQm9b5P3+jEEIIIc4J3p61Ea9ed/ycZFBeqQW4ubna8+Tk+vez+G8fKqq0dQN9rQzsXo6qKmzd78nYgSWNes6nkpMDBQUQE4PTTH4vvwzHjmnt3YzG+re97jrn556etY+lxKJpSQZZCCGEEK2Cp1ttvYRBf+IAuaZ7Q0029XhLN/lwNFOLOgN9LQzuUYaiqGzY7em03uptXnVKNBrbihXa15gY7ev27fDOO/D881o98YmC4/pccUXtYze3xjtHUZcEyEIIIYRoFfR6MOi1iLW+DHJ+sXbju6a04pdftK+OHR2uGFHI138E8Z9Z2nTRnu42/LytuLjA85+2oby6T/If63wZc18MH/0UzOE0Iy99Fs6mvc4B9Jmw2eCjj6BUG3/II49oX4cO1b726wePPeacTW6oadO0jHRNNwvRdCRAFkIIIUSr0bldFVB/gLz7kDtQG3zWWLkSrh6qNRse0qPMvvyKEYX2QHRkX620Ij1bS9mmVGeY9x9x57F32/LyrAjem1PPaLnTNH8+/POfcM890KOHVg4yeDD4+p71rgEICtJ6IIumJQGyEEIIIVqNmnZs+npKLGb+HMKBogiqqpyXBwfD78/vpHTdTnuN8fKPE1g447B9nUdu1Dpk1Ew5rXPR9m+1QXaBlpl2nLnvdKmqFqg/+qj2fPFiiIvTHo8bd8a7FS1EBukJIYQQotXoUp1BzsytOykIwNClL9ZZ5uWllSx4utsY2quM0nU78XR3Li729tSe10w5XZNZttkUCqpLN8orXeAMp2/+6Se48cba5zX9mbVjnNk+RcuRDLIQQgghWo2aDHJadu3otR4dK+yPi8xanbDOoQ3c8e3Tjg+OAXyqO2SMuU8bLVfT5cKm1k4uUlF1BoXB1dLT61/+yivOk36Ic4NkkIUQQgjRakydmM/GvV48e8cx+7Jdc/ZjtSm4Du2Hi2LDproQFaVNmAHOwfKJeHvUtpDLyDFQUKxtZLEo9sc1QfPpUFWYMQP27av/9WefPe1dilZAAmQhhBBCtBpuripfPH/UaZlOBzqdSqCvhbwiPXp9beeK++9v2H7bhZnsj9tM7GV//N3iQPvjpAxXrB1caEC8bZeQAI8/rj02GMBsrn1typTT2JFoVaTEQgghhBDnBFejVjoRElLbC3n8+IZt6+6msv27/SddJ79Iz4fJV5x0nRppaTBpEmzYULvMbNb+XX219vyWWxp2bqL1kQyyEEIIIc4Jrkat80SIQzc2H5+Gb98x0rn9xah+JazZ4dwzbX7mEP7FtlPu64UXYN68urP56fXwwQfg7g6XXtrwcxOti2SQhRBCCHFOcKvOIIeGOiw7jRnlfL1qB++9+kA64wZpM248dH02K2YmAJBZ5V/vto6ys+Grr7TH+fl1X2/XDn74ATw8Gn5uonWRDLIQQgghzgmuBi2DHBoKJSVnt6+rRxXSvWMlT07LRK/T2r49ffsx3podjtmmw+BiPeG2W7fWPs7MrFt7LM59kkEWQgghxDnBsQb5m2+02eoGDjyzfdW0gjPoa3sid42qxKLqSSwKPum2VofY2WTSJiq54QaYO/fMzkW0PpJBFkIIIcQ5wWTW8nqhodCxI3z22envw9/HQkGx3l6u4ahbtNaDeX9hBF39M0+4j7w85+dhYRIcn28kgyyEEEKIc0JR9Sx4jjXIp2vVpwncOzmHkABLnddio7QA+UBB2En3kZOjfa0ZLNihw5mfj2idGhQgK4oyQVGUg4qiJCqK8lQ9r09TFCVHUZRd1f/uavxTFUIIIcSFrMqs1UL4+p75Pnp3qeDTZ1LsbeIcebrbaO+exYHC8BNuv349PPmk1qXiwQe1ZY5dNcT54ZQlFoqi6ICPgUuANGCroigLVFU9vpngj6qqymSKQgghhGgSqjZGD3f3pjtGV69Ulqd31Qbq1fP6iBHaVw8PCAjQHptM9awozmkNySAPAhJVVT2iqqoJmAtc3bSnJYQQQgjhrCZAPp3WbqdrYvB2cip92JIdVe/rNdNaFxXBZZdpj++4o+nOR7SMhgzSawOkOjxPAwbXs94URVFGAgnAo6qqph6/gqIo9wD3AISGhrJ69erTPmEhhBBCtCCTCbKyzn4/11yj9UcDrUeawVD/focNsy+vsnYHIC5uO1brcX3eGum8gm/xhWfgt8ARmJ9211pUREVBdczi7j6M0lIDFgukpKxm1Srt0BLSnF8aEiAr9SxTj3u+EPhBVdUqRVHuA74GxtbZSFU/Bz4HGDBggDp69OjTO1shhBBCtKwlS7Sg8WzNnAkREdrjjAzt8b331l1v3jz7coOLlr4dNqw/PXs2zXnZ1n/CXfpJfPLtAJSfdvP29IPadHmzZwNaaUVpqbauxDHnr4aUWKQBbR2eRwIZjiuoqpqnqmrN/I2zgP6Nc3pCCCGEEM6assTCRVHp5neMCquRd8rvt5d11KgpsejYsenOQbS8hgTIW4HOiqJ0UBTFCNwILHBcQVEUx+GeVwEHGu8UhRBCCCGapwYZoEdAuv1xarFzy4yiIoiJkZKK890pSyxUVbUoivIQsBTQAf9TVTVOUZT/ANtUVV0APKwoylWABcgHpjXhOQshhBDiAmSrntvDaGza43T3r71RnlTgR7vqx/fcA+XlcNttEBnZtOcgWlaDZtJTVXURsOi4ZS84PH4aeLpxT00IIYQQolb36ErW7DDg6trEx/E/Zn+cXOjHKD9IT4dZs7RlXbo07fFFy5OZ9IQQQghxTvj97cMsHfsGfn5NexzHDHJ2mScAhw9rz3/8EaZMadrji5YnAbIQQgghzgn+PlYuDd/X5Mdp65lvf1wTIJdUd5WLigKlvv5e4rwiAbIQQgghhANFgao77qetSzpZZV5AbYDs7d2CJyaajQTIQgghhBDHMeqstNOlk1rsA0iAfKGRAFkIIYQQoh7RuqMcKfAHoLhYW+bj04InJJqNBMhCCCGEEPWI1h0ltcgXk1XHunXg6an9E+e/BrV5E0IIIYS40ETrU1BRuGT5dIrDYcSI2pn0xPlNMshCCCGEEPWI1h0FYG1WLMnJ4OXVsucjmo8EyEIIIYQQ9agJkAEKC8HdvQVPRjQrCZCFEEIIIeoR5pLt9FwC5AuHBMhCCCGEEPVwUVRu7LHX/lwC5AuHBMhCCCGEECfwyODN9scSIF84JEAWQgghhDiBMK9S+2PpYHHhkABZCCGEEOIEovwKea3fzwDopTnuBUP+q4UQQgghTuLpnn8y/L3r6N27pc9ENBcJkIUQQgghTmHEiJY+A9GcpMRCCCGEEEIIBxIgCyGEEEII4UACZCGEEEIIIRxIgCyEEEIIIYQDCZCFEEIIIYRwIAGyEEIIIYQQDhRVVVvmwIqSAxxtkYMLIYQQQogLUXtVVYNPtVKLBchCCCGEEEK0RlJiIYQQQgghhAMJkIUQQgghhHAgAbIQQgghhBAOJEAWQgghhBDCgQTIQgghhBBCOJAAWQghhBBCCAcSIAshhBBCCOFAAmQhhBBCCCEcSIAshBBCCCGEAwmQhRBCCCGEcCABshBCCCGEEA4kQBZCCCGEEMKBBMhCCCGEEEI4kABZCCGEEEIIBxIgCyGEEEII4UACZCGEEEIIIRxIgCyEEEIIIYQDCZCFEEIIIYRwoG+pAwcFBalRUVEtdXghhBBCnImyMrBaz34/eXlgNmuPDQZwdwcPj7rrlZc7L6+qguDg5jkvi0U7ttEIERFnv2/R4rZv356rqmo9P0DOWixAjoqKYtu2bS11eCGEEEKciSVL6g9QT9eLL9YGnRkZ2uN776273mefOS+fMQO++655zmvhQu3Yyckwe/bZ71u0OEVRjjZkPSmxEEIIIUSrMOdIOdeuzGvp0xCi5TLIQgghhBA1shVXntleDICqqiiK0sJnJC5kkkEWQgghRItbaGxjf1xuVVvwTISQDLIQQgghWlilouNLt47256VmFU+JUDCbzaSlpVFZWdnSp3LOcXNzIzIyEoPBcEbby4+fEEIIIVrUHvcQMnS1nSpmJ5bzZE/vFjyj1iEtLQ1vb2+ioqKk5OQ0qKpKXl4eaWlpdOjQ4Yz2ISUWQgghhGhRRTpXAKZGuwPwSXwZL+wobslTahUqKysJDAyU4Pg0KYpCYGDgWWXeJUAWQgghRIsq1hkBuK1TbRb5m8PlLXU6rYoEx2fmbL9vEiALIYQQokUt9tHqj0PddbT31DV4O5tNBvM1pdGjR7N06VKnZe+99x4PPPBAvesnJyfTo0ePk+4zOTmZOXPm2J9v27aNhx9+GIDZs2fz0EMPAfDpp5/yzTff2JdnZGSc8fs4ExIgCyGEEKLF5ClGVvhEAeClV/DQNyzzZ7Op9H9lOS/O39eEZ3dhu+mmm5g7d67Tsrlz53LTTTed8T6PD5AHDBjABx98UGe9++67j9tuuw2QAFkIIYQQF5hypTZjrHdR8DxFgFyJC7/vTGN3WiEF5Wa+3tigidHEGbj22mv5448/qKqqArTgNiMjg+HDhzN9+nR69OhBz549+fHHH+tsm5yczIgRI+jXrx/9+vVjw4YNADz11FOsW7eOPn36MGPGDFavXs0VV1xRZ/uXXnqJt99+m19++YVt27YxdepU+vTpw59//smkSZPs6y1fvpzJkyc3+nuXLhZCCCGEaDHlinMo4mk4eYC80KM903/cTdsAbUCfm+HCyPW9vDCO/RmNO3CxW4QPL17Z/YSvBwYGMmjQIJYsWcLVV1/N3LlzueGGG/jtt9/YtWsXu3fvJjc3l4EDBzJy5EinbUNCQli+fDlubm4cOnSIm266iW3btvHGG2/w9ttv88cffwCwevXqk57jtddey0cffcTbb7/NgAEDUFWVxx9/nJycHIKDg/nqq6+4/fbbz/p7cbwL46dKCCGEEK1S6fEB8ikyyKl6L+1rfoW2vlFyfU3Jscyiprxi/fr13HTTTeh0OkJDQxk1ahRbt2512s5sNnP33XfTs2dPrrvuOvbv398o56MoCrfeeivfffcdhYWFbNy4kYkTJzbKvh3JT5UQQgghWkzdAPnkubtUnafz9lWWRj+n1uhkmd6mdM011/DYY4+xY8cOKioq6Nevn33w3MnMmDGD0NBQdu/ejc1mw83NrdHO6fbbb+fKK6/Ezc2N6667Dr2+8cNZySALIYQQosWUVefqplUeAcBdd/IMcpreOUCustikm0UT8vLyYvTo0dxxxx32wXkjR47kxx9/xGq1kpOTw9q1axk0aJDTdkVFRYSHh+Pi4sK3336L1WoFwNvbm5KSktM6h+O3iYiIICIigldeeYVp06ad3Rs8AQmQhRBCCNFiShVtKuA7KxMBcHXo8qaqKseHvqk6rzr7qDBbm+r0BFqZxe7du7nxxhsBmDRpEr169aJ3796MHTuWN998k7CwMKdtHnjgAb7++muGDBlCQkICnp7ahU2vXr3Q6/X07t2bGTNmNOj406ZN47777qNPnz5UVGilNVOnTqVt27Z069atEd9pLSmxEEIIIUSLKasusfBStVIJV4cM8p1/F7Iy4GrWlVlo66mnyqqSpXPHw6ij3FQbFJebrDjnlUVjmjRpEqpae6miKApvvfUWb731ltN6UVFR7Nuntd3r3Lkze/bssb/2+uuvA2AwGPjrr7+cths9ejSgBcI1GeGXXnrJ/vqUKVOYMmWK0zbr16/n7rvvPqv3dTKSQRZCCCFEi6kJkD1rAmSX2gB55TGtvdjPyVrWMKPciqootAvQZtzzctW2rTBJBvlC0r9/f/bs2cMtt9zSZMeQAFkIIYQQLaZU0WO0WTFWF1O41VOD/G1iOSVmG4UmGwADowKqv/oDUmJxodm+fTtr167F1dW1yY4hJRZCCCGEaDGlih5Pm8n+3FhdgzwoyMCWXDMABSaVvQVmasbiXdk7gusGRJJXZmLVwRxKKs3NfdriPCcZZCGEEEI0q0VplXwToLUtK1P0eNpqA9yaEosoLz0T2tRmCM02KLVoEbKHUUevSD96RPjiosDqgznNePbNy7H2VzTc2X7fJEAWQgghRLN6YGMhL0RoM6+VKnq8HAPk6hKLKpvKpxf5M79oDQBWVaXMrAU9NbXHwd6uDOsUxLxd6edlIOnm5kZeXt55+d6akqqq5OXlnVXvZSmxEEIIIUSLUKnOIFtrSyzsAbJVCwp11bXJXySUsyFbW8/TtTZ8Gdc1lBcXxJFtciG0mc67uURG2+8IoQAAIABJREFURpKWlkZOzvmbIW8qbm5uREZGnvH2jRogK4qSDJQAVsCiquqAxty/EEIIIc4fxYqeYy7utLPl25cNDzUS66vnX921fscGtIF5NcExgLdbbfgS7qtlCbNNnHcBssFgoEOHDi19Ghekpsggj1FVNbcJ9iuEEEKI88hvxnYk6bxI8vaC/J0A+BhcWHJpkH0dXT3lBW6G2tlEQn20AHl6vI1FHVRclJPPxCdEQ0gNshBCCCGajdlhWuiXPXuecv2aDPKJxIZ70z3Ch/gyiCu0nPX5CQGNn0FWgWWKoqjAZ6qqfu74oqIo9wD3AISGhrJ69epGPrwQQgghmpTJBFlZZ7x5flXdjPA77bNY3XVYvfvNHdAfEmufD/WurBM/XBVpJS4D1mXlkWc6ywzyNdeAQZv+mh49IDgYoqJAYpYLSmMHyMNUVc1QFCUEWK4oSryqqmtrXqwOmD8HGDBggFoztaAQQgghzhFLlmhB4xnalW8CamuOr686ypQ/F0FEBNx7b531s+YvAf/xAGy9Mhj/Tz5E/+y3TuuEZBTz+pZ1RHv5MTr0zDsXADBzpnYuAAsXaueUnAyzZ5/dfsU5pVFLLFRVzaj+mg38DgxqzP0LIYQQ4tyWVeFcMhFmqzzp+jqHEotgNx166magawbtFZtPXo4hREM1WgZZURRPwEVV1ZLqx5cC/2ms/QshhBDi3JddHSC/n7qcnMBwrqpKO+n6hnoC4uP5uGklESVm6RcsGkdjlliEAr8r2uhRPTBHVdUljbh/IYQQQpzjsiqt6BS4ougwOs/yU65fXxeL43lVZ5AlQBaNpdECZFVVjwC9G2t/QgghhDi/LE2vZEO2iWA3F/sEIKeiP0UXCwCdi4KnDkqasMTCbLXxxbokbhva3mmiEnF+kjZvQgghhGhy8UVm7t1QyI48M6HuulNvUK2+muP6eOuguAkzyCvjs/nvknheX3ygyY4hWg8JkIUQQgjR5D46UGZ/3NG74QFyQzPN3vqmzSCbLNq+96YVNdkxROshAbIQQgghmlxisYVufnqe7+3N6/19G7xdQ7sa++ibtgZ5R0oBAAXlZvuyY0UVjH17NQczS5rsuKJlSIAshBBCiCZXUGWjh5+BO7t44qo7vck8Lolw5cMhJw+qmzqDvDOlEICckiqsNpWvNyQze0MyR3LLGP/eWkoqzafYgziXSJW5EEIIIZqUqqoUmGz4u55ZXm7WMP9TruOtV1iTbUFVVao7ajWqsiptGusKs5WftqXy4oI4p9d3phQyssuZT6AiWhfJIAshhBCiSZVZVEw2CDzDALkh0itVVOCNvaUN3uanpHKmrsln1bGqU65bbrLSPtADgKd/22tfPjY2BIDE7IYfV7R+EiALIYQQoknlV2mlD/6ujZ/ZrZFaPSHfnMOn7q0M2jk9sa2Yv7NNfJ1YdtJ1VaC0ysKA9gF1XhsbG4LeRSG39NRBtjh3SIAshBBCiCaVb9IC5ABj04Udd0Vqwbe5AROL7MgzsTu/tma4zHLibapUhUkBYymqMBPi48rTE2OdXg/1cSPQyygB8nlGapCFEEII0aQKqrQANKAJSyzubeeC4uXBa3tKKDbb8DHUf6zEYguTV+bbn3f11VNqVlmfVcWOPDMPVy//zRhJRs/LGaZ6sMsYCGh1yJH+7gAM6xTIlH6RjOsawozlruSWmprsvYnmJxlkIYQQQjSpvOoSi6YMkAGiq/srxxWcuKNEqcW500W0t55Si8otawt4N66UIhcjxxQ3HvPqz9v9JnFMNWrrBXsyqW8bbNXJ5kg/Dyb3i0RRFIK8XcmTDPJ5RQJkIYQQQjSpAnsNctOGHUOCjegVWJN54mxueXU5xdcj/Fl/WTD+rgqlDu3hLu18A0P9x9ufP2DuBMCv911E33b+FJZp+/b3NNrXCfIySgb5PCMBshBCCNEKWW0qd329jV4vLeXxn3a39OmclXyTDYOitWJrSl4GFwYEGVmdeeJsbqVVC5B9jQqRnjq89C5ONchZBq96t/PzMAAwpX8kXUK9uHVoe/trwV6upBdW8H9/7KfSbKXCZGX8jLWsOpjdGG9LtAAJkIUQQohW6MCxYlYcyEJVYcHudCpM1pY+pTOWWW4l2M2lSfoTH290mJH4Igvp5fV/v2oyyB7Vk5V4GRRMtlMHRDXnHuHnzrJHR9HGz93+WpCXKwBfrk/ixflxbDicy8GsEh76fsdZvhvRUiRAFkIIIVqhhCxt+uLbh3fAbFWJzyxm05G8Fj6rM3Ow2EJn3+bpCzAh0g29ArMPlZFQVLcWuSZAdq/OZntVf3VxiN07W4qdtnmqZM9JjxnoVVtu8eO2VP7cewyAMpMVs7XpZvcTTUcCZCGEEKIVKq2eua1rmDcAk2Zu4MbPN1F8jk1pbLGpJBZbiPU1NMvxorz0DAs1MiuhnEuX5bGnup2byaby6u5iEou176t7dQbZ06B9dez09lBlAgBtS3I44rqV+8oOnvSYjvXIAKvia0sr8qQ2+ZwkAbIQQgjRCpVVaSUC3SN8nZbnn2MBV3KpFZMNuvg0X2fZyyLd7I9rulY8sKGQWQnlfJ5QjtEFfKt7MnvrnUOhNqZiLjZlAdChOMsps3wiQ6MDmT4+hmWPjgSgoLz2Iubub7ZR4nBRc6yogreWxpNfdm79P15oJEAWQgghWqFykwUXBdoGuLP5mYvty/POscAqoTpjG9NMJRYA10e583p/HwAsNq338V8O00l39TNgqI58fYza1/FtXImfHMpfh+bihYU/i1bxwdpZDTqem0HHg2M6ER3kaV/WLVw7/t70Inq+tMx+R+DB73fw8arD9Pu/5WxIzGVPWqFTAC1aBwmQhRBCtGqVZivfbjqK2WpDbcAsaWejsNzEzpSCJj1GQyRml3IoqxRPox5FUQj1ceOr2wcCUNBKAuQFKRXcuDqfipPMQldksvHAxkIAOjVjBllRFHr6ayUdlVaVeSkV6BToWN0nuU9AbbnHwCAjb/T34aU+PrjpFNzU6sy9tRg/08mnoD6eXufCExNiAIgK8rBnlAE2JOZSabayI6WQHm204PnmLzZz1Ud/c/Oszfaa84ay2Zr2d+FCJwGyEEKIVu3RH3fx/Lx9dH52MR2eXsSv29Oa7FhP/rqHSTM3kFOiZRvXJOTw0oK4M74drqoq24/mc/kH60jIKuHjVYmkF1acdJvtR/MZ9+4alsRl4m7U2Zd3Ctbaj7WGW/Pbck08vLmITTkmfkgqP+F6nx+sDTDddE3fwcJRzfF+TKrgowNlWFTsk3z08q8NkA0uCjdGexDuoatvN6ft2n6ReLvquXtENF1Cve3Z/0PZpcxcfRiAu0dEE+FbWwayN72IS2espcrSsE4le9OKiH5mEX/syWiUcz4TVpuK9TwO0mWqaSGEEK1WfGYxi/dlOi2bte4Ik/u1aZKWYZlFlQAMfHUF94/uyJ97jpGSX87sDcnEhHqz5F8jGnRcLVNYwB97jjFncwoAl85YC8DcrSmse2LsCbdNK6gNoHtF1tYfB1QPBMsvb/kAeX9hbUnA5wfLmBrtgWs9AXByqRbw/TwmoNnOrYZrdbzrWFqRVH0+vQOabsBgiI8be1+unWgk1MeNCF839mcUszU5H52LwiXdQjmYWWIPmGvcOXsb3901uN79frTyEIeyS7l+QFsOVWebNx7O44peEU32Xk4kMbuUe77dRlmVhTXTx+BmaJyLi9ZEAmQhhBCt1uqDOQD8+9Iu3DokioV7Mnhu3j4W7M7g6j5tGvVYB44V4+NeGzh9svowigKT+7Xhtx3pHMwqYW96Eb0i/U65rxkrEvhszZF6X0vNr6DCZHXKDjuq6Xe8/skxRPp72Jd7GHW46l2aPYO8Mj4LbzcDA6MCiMso4vLVVkAL0D6/yI97NhRy74YCro1y54q27k7bHi21MCzEyMAgYz17blrHZ6w/HOLLkrQq/kyrtE9J3Vw6hXrbW799c8cgPIx6JvVtQ25pFS9c2Z3fd6bz/Lx9rE/MZVlcJpd2D7Nv++qf+/Ew6nn/r0MAFFWY6Ryi3U1waYa+0o4qTFYOZZdw1Ud/25cl55URG+bTrOfRHKTEQgghRKu15mAOsWHePDS2M74eBqb0i6RDkCfv/3WIpNwyft6WSlmVhWd+38sds7eSmn/i2/0nUlRuZn9GMRPfX8e6Q7kATB3cDoDRXYJ59/o+zJzaD4CrPvqb2/635ZT7dAyObxvanmGdAp1e7/rCEmauTqx32wqzFiB7uTrnsGpqkdMLKzhWVMGC3RlkFVc28F3WZbbaePq3PTz16x7mbkmp8/r2owX8uecYd8zexnWfbmTCe2v598+1/YAfjPXkkghXYn31rM408dCmIqftfztawb5CCyPDXM/4HM+GY4DsoVMYEmzk3UG+7LwqpNkDy5ryGD8PA8M7BQHQOdSbN6/tjZernqmD2vHwWG1K6xcXxNm3s1htzFqXZA+OAf5OzGXWuiQAVidkU1Y9+K85zN6QbA+Oa7p7JOWcXp32uUICZCGEuABVWax8uuYwj/20i7SC0w8qm4PFamP70QJ7QAHgbtQxonMQeaUmxry9mum/7KHXy8uYszmFlfHZJww6T6b3f5Zx2Qfr7M9HdA5ifHUGr2Y64ct6hjM2NgSAtQk5rE3IYfvR/Hr3V1RRW37wwOiO3DKkPXeNiLYvq+l08OaSg+xNcw4qqyxW+yC8+m5bx4R5s2J/FkNfX8nDP+zk1T8PnPb7VVWV5+bt5Z5vtvHDllTmbk3lqd/21llvyicbeHBO7Uxw8ZklHDimTaDxx7hApvf0RlEU3huslYEYj4soXt5ZTLCbC3d09qAleFRPAHJnZw92XRNCsJsOV52Cv2vzhz4XddQukArLzbjU0zfOxUXhsUtjeOTizmQWV9prkQ8fF3xe2z8Ss7W27jc1v4KPV538Z3770QI2Hclr8KA+m01l0d5j9q4bjlLytfN5+7re7Hz+Urxd9aw9lNOg/Z5rJEAWQogL0B2zt/LG4nh+25HOmoTW+QG3NC4Lk9VG13Dn27f+HkanINRxoFBplZWop/7koTlnNsXvC1d04+WrujOySzBbnrmYsbGh9tf6t/e3P77tf1uY8slGpnyygV2pWpeGgjITuaVVvLFYC1pn3z6QJybE0iXUmzCf2gFZP983lEcu7ozeReHKj9azrjrAKCw3MXXWZj5YqQU8rvq6H9H3jozGsZFHQlYJs/9O4tU/91NpbtgAr4JyM99tSmFVdfnK5L5tMOgUknLLmLX2CKqq1pnW+t5RtQH+3uEu9HAY5Bbra+DJnl6YbLC3wIzFplJmsVFkVrmlo4e9nVpz0ykKByeH8lxvb4wtdA41xnUL5d6R0Xx4U9+TrtcuwANVhYxC7c7AE7/sBuCfYzvRv70/08fH2Nf98h8DAMg4yaDPpNwypnyiTTCzNC7zhOs5WrY/kwe+38HULzaz7lCOvS4fILu4iq7hPlzbPxJfDwNt/N3P24lQpAb5ApOSV067wJa5mm+NKs1WFuzKYH1iLjcObMtFDpmqc9XmI3nMWpfE8E6BTBvWoaVPR7QyH69KZG1CDpuT8gn1cSWruIrC8tbXg7W0ysIbS7RAc3C08wCvmoDY203PoKgAOod6c/+ojtw0axMbD2slEn/sOcYHN6r1ZuscHR8IXtO3jX0wXIhDUAvQp21t7bGLonVE2H60gKVxmfSI8GHEm6vsWbfx3UMZ2TnYvn7XcB9+vGcIPSN98TDqefSSLlzSLZQrPlzPsaJKVsZnccfsbU7Hq28w4ICoAFZNH83NszZxNK+c+MwSXlq4H4BwX3fuGH7q3/manrsdgjx59ZoeJOaU8tvOdK77dAO5pSYOZpXU+Zno5nCR4q2ve16DgrXv2cpjVfx+tIL/HdLuSgS2QLbWUX0DB1vK05d1PeU6NZ/PKfnlRPq7sze9iK7hPjx+aQyPH7fu2NgQuoX7MG9XBg+N7USnEG+n11VV5dEfd9mff7QqkZFdgvF0PXHoV1pl4fn5WonH7tRCbv1yC33a+jHvwWEAZJdUEeJdWzLj7aavN9N8PpAM8lmyWG28tTSeqV9sIuqpP/lzz7GWPqUT+mFLCiPfWsXqg9mnXvkC8cbieJ74dQ8Ldmdw8xebuevrrU6ZqXPReysOseJAFq8tjre3qroQ7M8o5mD1LeDpP+8mNb/8lO9/VXw213+68azqOM817/91iM1JWmnAwxd3RueisPFwXpMf12ZTySyq5H/rk07ZyiqjsIJ/zd1FWkEFn97S32mgGsCU/pHcNKgdm56+mC+nDeSpibH4ehiI8HMn1yGbdd9329l0JI/DOaX1HudoXhkvzN9nf94r0hc/9xN3N3DsKPHCFd3sjz9ZfZidqYVOgcKnt/SvE5wPjg7Ew1gbnET6awPayqosHMzUzvGOBlzUtvFzZ830MXSP0ILWodHa7XvH7hcnU1KpnefTE2O5qFMQEb7aedR8737ZnsaKA9pMcmNigvnP1d0Z3z2MW4a047Nb+9e7z/6BRtp56tiea+K7w7UlO571BNPixDpUl99sOJzLor3HsKlamY6jZy/ryuOXdEFRFMxWbZbAce+uZUP1xWGNjUfy2JVayOuTe/Lu9b2Jyyhm+H9X8tPWVDIKK3hpQRzPz9vndJH45hLtc+PNKb3sP4s1F6QFZSb2phc5BcierlqAfDintE650LlOMshnwWK18efeY3y8qrZNy4NzdlBa1ZMbBrY74XaqqrIrtZAebXwx6JrnGqW40szT1TVmB46VMDompFmO29odytZGYn9zxyDeWZ7AigPZ/Lo9rUFZmNbo8Z92s/FIHiO7BLM2IYeNR/K4qnfztwBqTrmlVSzYlcF//tjvtPzn7WkoihYE/OOiKFz1Wj3nywvjSM2v4LNb+/P4z7vJLzMxeeYGRscE88KV3ezrna86BHqSkF3Cd3cOZmBUAP9dHM/6xFy6PLuY3m19aePnzotXdsffs/G6DpRWWbjhs43EZWj1qwXlJh4c06neGlubTeWO2VuJzyzh3lHRTOgRVmedDkGevD65Z53lbfycM77L9mexbH8WHkYd+14a7xSwFpSZuP2rrRzJLcNFQft+dAg4acbZ283AV7cPpGuYD8Heruh1Ljw3Twuwr/t0IwBBXq5MH9+lQa3gajJ5CVkl/LojHYAXruzGIxd3Jrvk1BdtNfXAV/QOJ6OogqVxmYzvHsqAqAB2pRYwY/khekX6Mn18jNP5FFdnkL3dtIuBCD/nzhO9I335x0VRxGUU8/TEWPTVn1OvXFP9PU+t/3zCPVxYm6UF2dN7eLEh22TPLIuGCfJy5bKeYU6DPPu2c+6acvfI2nKXN6/txZRPNmBT4eZZm0l+43JAG4D57rIEAjyNTOrbBjeDjjcWx5NdUsUTv+7BqHfBVD0Fd89IX64f0JZKs5VvNh4FtFpnFxeFZfsziQry5EhOqX1wnmMfby9XPbtTC7n4nTUA3DiwLX/FZ2Ox2phxQ59zOtaQALkexZVmluzLZEq/SHQn+WP55tKDfL5W+yGOe3k8v2xPY/aGZJ78dS9GvQuT+kba17VYbXyy+jDJeeX8ukNrcv/Sld2a/Ba4zaayeF8mLy6IQ1FAVWuL7M/W7tRCTFYbA6Oav79lY8ksqmRC9zBGdglmZJdgBr+2wv4hfq55d3kCv+5Io2cbX16b1IPh/13FfxfHc2Wv8CbpF9saqKrKFR+sJ7OeDLCfhwFvNz2vLYrntUXxAE4fCk//tsfeLiu9sILvN6dwTd825/TPc0OYrDau6BXBsOpyoi/+MZA7Zm+ltMrC1uQCtlLAxJ7h9kFqZ6vKYuWXbanEZRRzVe8IFuzO4MOViSRklfDZrQPs62UUVmCxqvz7593EZ5YwsUcYT02IPa1j3TS4HXO3pmK1qSx/bBTlJgtvLI5n3aFcykwWe0C4fH8WD36/A5PVxriuobw+uSfB3g3rtDDG4QP/liHtySisYObqwwR5GcktNfH9XYOJCfM+yR5q1SRIftiiRZw1v6a+HgZ8PU7dp7em9HpUl2D+2H2MjUfyuOHzTTwxIYY3lxwEYH1iLgczS/grPpsxMcF0DPaiTXXm2sddCwFiwrx5cExHe7Jn/kPDAZjcr0Fvwy6nQvvd6uan575YTx7s6nV6OxAAvD65F5H+Hny+9gieRh1tjruAcdS3nT+Jr15G9DOLAO1OcWG5mQ2Hc9l2tID7RnW0X4h2CPIku+aumqrVMN/59TbSq+88ON5NqblQ9PMwUFZl4esNyZRWWdC7KNw7qjaj7edhoMChHGfu1tqrp2lfbaV/e38+mdqvTrnSuUACZAf//nk3eaVVFJSb2ZVaSGp+OY9fGkNBmQk/D0OdIKPmtuTHN/fD01XPPy6K4vJe4Qx4ZQVzNqc4Bcg7Ugp5Z3mC0/bzdmWwcM8xBkT58/TEE9cm5ZZW8fGqRPzcjdw8uF2D/5ADvLboAF+s19rBzLihN99tSuGHLamkFVTw7Z31NyN3NP3n3VhtKveMisbfw8iczSn8c2wn9DoXrv5Yu5r09zBQYbay76Xx9kxDc0vNLye7pAo/DwPRQZ6nDAgTs0v4x/+2kl5Y4dRLtXOIN7/uSCMuo4i+7fwwWVQu7xVGv3b++Hm03kyIqqp8UN0G6Of7huJm0DGuaygrDmTxyp8HeN7hdvDZ2plSQI82vhSWm8kuqaTSbKV/+8YLKivNViw2tU6LqxqL9x5jzpYUXpvUk0kzN5Bbqv3Bv7pPBO/d0Ic3lsTjqnPhsUtjsNpUftuRxtK4TFYcyMbbVU+eRQuKf9qWxrBOgbx6TU92pxXyyNxd7M8oPu8D5Cqz1Wnw16AOAex96VIGvvoXgzr4s2hvJmsTchotQH7u9338vD0NHzc971zfG5PFxpK4TJbtz+Kur7fh6arjucu7MeLNVfZbuUOiA/jvtb1O+8IuNsyHuJfHU1RhJtBL+zt5Wc9w1h3KpaSyNkDempwPCvx071C6R/ictCbzVKaPj+Ff47pg0ClkFVcR5ntmgcBX0wae1t92R/4eRmbc0Ichr/8FYA+Of7h7CI/M3clf8VpZ3aqDOfaBeQDRQVoAq3NRmD4+lsEdAjmba+nn+nizPKOKV/v5NHsbtfOJr7uBZy7ryvUDIvF01Z/y98DFReGhMZ34aFWi/U5xjXscss3tAjzYnJTP7cOieHJCLG4GHV6uekoqLWQWVTJvV91Z+SxWlZXVPz/juobwxT8GOr1+36iODO8UxNjYUGasSGDj4Tw+vKkv+9KLeH5+HNuPFvDj1lT+eXFnKs1WjDqXU44LaC0kQK5WbrLwy3HTl364MpH4zBKW78/C203P5mcuttePma02DmaVcPeIDlzeK9y+jXZ7LYa3lh5k6hebeHJCLHvSithxtMBp39MuimL2hmRAG+Tx2Zoj9I705enLupJfZmJsbAiZRZW8tugAm47kUVxdM/bhykPseOESfNxOnF3ILKrknWUHyS6pYk1CDm383Pn9gYsI8XEj0NOV2/63hXWHctmXXkSPNr717sNqU0nMLuXn6u/JbzvT7a9FB3syJLq2p2fN1ePaQzlc1DGIlxfu5+4RHfB1NxDgaWTFgWzcDTr8PQ3M35WByWLjhSu6nfSX5GheGT9vS8Ood6G0ysKIzkH0bedfJ2iKzyzmhs82OdUNP3JxZ+4ZGU1Kfrl99Pv+jGIOZZegKAqVZitrEnJIL6xg6uB2Tn9AHr1Eu7UZn1lCfKZWflGTlV34z+EnPF9HWcWVPD9vHwGeRh6/NOaMP/TKTRbcDToqzFYMOheqLDan959dUsmOo4VUmq32OrTXJ/e0Zws+uaUfY99ZzZfrk7imTxt6Rtb/f30yX/2dxHebjmKxqVzZK4Kr+kQwaeYGAPsdCYCk1y9rtCz1G4vjmb0hmScmxHD3iGinMqSPVyXy1lLtw3/Em6sAuLJ3BFf3jmBwdACKojhdbOpcFK4b0JZr+0dSabbhbtTxxbojvFLdGmtC9zCigjxpH+jB+38d4s89x/jHRVGN8j7ORlpBOVabSvtAz0bfd5XFhpvB+UJWURS2PTeOSrOVRXuX8P3mFObvyuCbOwfRr53/CfakKTdZWJuQy/DOQexKKcSgU+jbzh9jdRD+V3w2bgYXPrmlPwadC5/e2p8dKQVMnrnBXufq527AalNpF+BB13BvXryy+0n/xp2MXudiD45BG0QEtXW3AHmlJoK9XBnU4ewvhhRFwVhdZ3smwfFX0wYS6e9O59CGZZ0d+Vdn7zyMOjxd9dw1vIM9IQIwtGMgm5+5mINZJSRklTKuawgvzo9Dr3Ohe4RPnYlKRnYJPv4Qp2VsuBtjw8+9TGFrdfygu5O5sncESXlluOl19rvU8x4cZh9wCtqgvp+3pzE0OtD+OeHtpqek0swzv+9Fpyg8PTGWoR1rP99rPgeh/vr4SH8P+xiBJx3u+LQN8GB0TAhdX1jCO8sTcDPoeHXRAZ69rCtTh7Tj+00pTOwZVmd8QWtyQQbI+WUmbp61ifjMEmLDvHnhym72Nj2f3dqfIC8jNlWrKVu+X/sDXlJp4a6vt/HeDX0I8XHjcE4pJout3gDz2v6RvLX0IH8n5nHtpxvtt3QHdwjgv1N64aIobE/RBsncNKgtBp0L32w8yu60Im78fBMAV/QKJzG7lPjMEvq18+M/V/fgg78OsWx/Fp+vOcK/x8dQVG5mZ2oBQxx+2P9OzOXxn3Y73XLu087PfntjZJdgFj40nCs/Ws+cLSlM7tuGcD93lsVlclHHIDqFeLEmIZu7vt7G8S0TPYw6yk1WHplbOyr27et68++ftTY0jiOwf6huOj+oQwBbkur2Ct1/rJg7hnWw1xduScrnu01HmXFDH+btTOfx6n3W+HztEcZ1DeH9G/uy6mA2XUK92ZtWxMzViRRVmLljWAd6Rfryrx938f5fh/hs7WEqzTZWPj6K6GDje6n6AAAgAElEQVQvpx6nNfQuCq9c08MpsOvfPoBlj47iwLFi5u1M54aBbfloVSK/7Uhn1cFsp9urxyuuNLM8LouZqxPtvSvXHcrlgTEdmdA9jEAvV0qrtKDXalNZGpdJYnYph7JLiA7y4pFxne3B4JakfK7/bGOdY9w4sC1X92lDXlkVD83Z6fSan4eBcV1rW1IZdC58d+dgRr21mr3pRU4BclmVhfu/30H3CB9Gdg5mcD21l+mFFby8sLau96NViXzk0G+zZxtfSqssHMkpY/x7a+kd6cempDwujg1lWKcg+rT1493lCQzq4G/PJvVt619vFxWbTeVYcSUKsCNFu5h8c8lB3lxykPtHd+SGAW3xMOrswXGNNn7ufHBjn1MG54qi2IMBx9uVNb83iqJwbf9I3lxykPjMYmLDfNidWsixogq6hvvUG6harDZ0LorTsc1WGwXlJkK8Tx4k5JVW4WbQ1clcphdWMGN5Ar9sT8Ooc2HZoyOJCmp4kLwrtZAgLyMLdmcQ6Gnk8l4RdS4qK83WE9ZZuxl0GHQKZqtKaZWF7zelnDJA/mT1YT5c6dyHdfr4GB4c04lyk4X8MhPTx8fYSzoA+rXz56mJsaTklzNvZzpfV9c9/vbARQR5Ne6kEjVZ4/u/205kgAe7UwspqjAT28AyiKY2JvbMazQXPDTcfuEP8O/xMRzNL2f5/iz7BYqiKMSG+dhnOnvrut5nf9Ki1YkJ8+bjm/txKKuEX3ek8ekt/Z26rgBM7BnO8kdH0imktvTF201vT4RNuyjKqXwC4IvbBrBwTwaDOwQ6Bc4N4W7UcVHHQDYczuPVRVpS4tVFB+yPO4V6SYDcWmQWVfLW0oMs359pz8jGZ5Zw86zNgJZt6t/e3/4H+pYh7RjeKYgJPcL5dM1h3lgcz42fb+KBMZ3sM9fUjCJ2FOrjxv9d04Pn5+3DZLExrmsIRr0Ltwxpb/+wa+PvjrtBz6XdQnFxUXju8m50eW6xfR9/VHfD+O+U2gF/D1/cmWX7s/holZbZ/is+y57B69fOj0fGdeEf1TM8dQ334dnLunLLl5ud+m8CxIZ7E+SllUvM2Vx39qQIXzdsKkzsEUavSD/cDS7M3ZrKvAeHcd2nG9mbXjtStU9bX5Jev4zVB3N4aM4OyhxGw944sK1TPRLAt3cO4tYvt7AlKZ8tSfncNbwD3m4GZqzQyk8W7NZu8UQHe3LDgLZMHdKerUn5vLggjhUHsrnh843sS3euEf70ln5M6KFl8f9V3dLGpl2TMPadNU69Swe09+fAsWIGdghgbGzICQOrruE+9uzz45fG8NuOdL5cl8Q3G5LpFOJFmK87XUK9GNA+AHejjn3pRUz9YrM9k/3VtIEYdC7c8uVmnv19H8/+vo8//jmcW77cjIuiUFRhdurdCloAOjDKH72LC3EZ9Y8Gnrs11el7euuQ9ny7SQsuVv97dJ0ykHYBHngadSRklTgtf/+vQ/bJDj5ZrdUdvndDH67pq5WbVJqtzKu+azD3niHsSCngk9WH7Vm4+Q8OIybMm2X7s3j4h50kZJWSkKWNwp+9IZnZG5IJ9nYlp6TKfrEE2u/Y3SOi8XLVcf3AtoR4u2Gx2vj3z7vtt/e8XfWM7x5KXEYxaQUVfLL6MEk5ZUQHa787M6f246KOgWSXVBHoaTztzPX47mE8PTGW1xfHO/XXvXlQOz78K5EJ763jmj4RTrcbOwZ78sDoTkzpr5VNfbsxmZcX7sfLTc/EHmHEhvkwqEMAT/66hz1pRfzfNT3ILq4kws+dIdGB9pHpNpvK//5OsmewB0b589TErvRv78/2owVc/9lGrDaVK3qF88eeY8zflcEj4zo36H2ZrTau+fhvp2Wz1iWx5JER9kDealOptNjq7a9bI+GViYCWoV9xIIulcZnEhHqjc1FYnZDDiv1ZBHgaOXCsmABPo70H68QeYYzvHsZXG5L53/ok5u9Kt19YtK/noui+6g/itv4e/HdJPAGexkYPjgF7MHAkt4wjubXjL87lwUM12gZ40Dag9nvrZtAx67YBFFeasVgbNimEOL90DvUm/v8m1DsAtuZ1R2383EnIKkXvojA6pu4dhHHdQhnXLbTO8ob6ZGp/vlx/hB0phdw+LIpNR/KYvyuD7JIqp8/m1khR1Zb5JRowYIC6bdu2U6/YiPJKq7jsg3UEebkS7O3Kxzf3o6jCzOuL4xnVJZgebXxOOp/4xe+sdprVpk9bP367/6ITlgqUVlk4VlhBu0CPBo2M35KUz2M/7WLWbQP4z8L9+HsamDm1tqWOqqo88cse+9UeaEX3SblleLvqKakO2u8dGc39ozvi625g3q50JnQPr3MrrcJk5fXFB/hm41Gu7R9JsLerPVCqeW81fQ+PZ7HaSC2oIMDD6DSQJKu4EqPOhbeWHWTO5hSS37ic9YdyWXsohyt6hZOQVcrkvm145c8DuChaIGU5Lkh0M7hQabYx/8Fh9Ha4+k3JK+fid1djtqr4uOm5dWh7Pl51mDAfNzY+PdYeJG0/WkCYrxsRvm7MXH3YKeM4pV8kr0/uid5FOe0aqKlfbOLvxLqtsEZ1CeZ/0wYy9PW/yC6pwt2g4/cHL7L/HL25JJ6ZDt9XAINOoXuEL4M6BNC3rR9dwrzZkpRfp3Zs0cMj6BLqRW6pCW83PYeyS1m87xhzNqdQUmmhbzs/frh7CCvjs/Fy1Z/w9uikmX8Tl1GMyWJjQHt/Ood68cOWVLzd9Px071BWxmfbv0+HXp1IXqmJyTP/JqOokr7t/Pj9gdqfgy7PLcZksRH38ng8XfVkFFbw8A87yS83EenvQaCnkfHdQ3nm933kl5kw6BQeuySGNQnZdAv3JS6jyN5irEZNP9kaHkYdT4yPYdqwDpSbLIx9e43THZFdL1zSKPXgZqutTheZmgvhGt/dOZgVB7KYvSGZfu38eGNKL277cguZxZWE+7pxrOjUnQaigz1Z/MgIfticYu9X6+dhsPeZDfF2Zc30Mby8MI65W1P54e4hDO0YyPWfbWRLUj7TLoriqYmxrIrP5pU/DxDm68YtQ9qx/WgBBzNLeGJCLL0ifckorGTM26sB+L+ru1NhtvLaoni6R/iQlFtGhJ876QUVVJitPDimI9PHn3wA3J2zt9prV08lyMvItucuAbQa8RcWxNlb7Bl0CtueveSEg87ySqvo/8oKLuoYyJy7hzToeKdrR4r2vRoaHUiEnzuVFusZl3AIYMkSCD67cgwAXnwRIqq77GRkaI/vvbfuep995rx8xgz47rvmOa+FC7VjJyfD7Nlnv+9WpqxKu8vjeKHV1MxWG+kFFad1d6wxKYqyXVXVAadc70IKkM/WvvQiluzLZHdaIceKKplz9+BT3kptCtuS87lj9lZevLI7l/cKtw9Een5+HJ1CvFj40PA6AXF9zFYbm47kMbxTEIqikJBVwk9bU/HzMDAmNoTuEadfs1pDVdVTZvaKys3odAqZRZUUV5rpFu6D3kUhp7SKcN+6o3bTCsrZkVJITKg3MWHepOaXE+BpbNAAm4W7MxgcHXDG/1+Hc0rZfCSfvNIqerX1w9tNz4zlCaw7lMszl8Xy2qJ4HhrTiYcv7my/tVljb1oR9323nUu7hzKsY9AJr8YLykzM2ZKi1a8Pbserk+q2sToTfyfm8vy8fU7ZM4Adz19ir0/7btNRe7sqR+/f2MdpEOPGw3kUVZjsGfuTqTRbcVEUp++Hqqp8uT6JuIxi/k7MJbukirtHdKCowszUwe2dLopqDHhlObmlWrB9+7AOPNOAZvtn498/7+aX7Wl0DvFi+WOjAHhu3l6+25TCpd1CWbY/i/tHd+S6/pFUmK28sTiewR0CqLLYiA3zoXdbXz5elUhZldV+R8RR13AffrlvKBabyvxd6bwwP47rB0Sy7lAuPdv48vlt2t/tRXuP8cD3DZ8NTu+iYLGp/PnwcLpH+LIvvYgrPlwPaAHsgPYB5JRWsf1oAa9N6snNg0/cihK0GveknDKWxGXy09ZUQn3cGBUTzF0jojG4KIT4uLHhcC43z9rMuK6hfPEP58+bcpOFjYfz8HE3nHLg4+7UQtr4uzdJBlk0AQmQxTlMAuTz3PEBqKqqFFWY8XLVt1gniQtNSl45I99aZX/+831DG6UDQlxGEZ1CvBq1H29+mYkv1x/h7hHRfL85hY7Bnk5B7qGsEi6ZsZboIE/8PAz88+LO9G3r16SdOyxWGyWVllP22/1mYzJx6cW8dFX3Bl34na24jCJ+3pbGmNgQRlVn5ZfFZXLPt9sBLfu78/lLGlTakZhdyocrDzG/ulzjzWt7cVXvCKfbn0//ttdehvJ/V3fn1qFR9td+2ppKcaWZTUfyiQ3z5u6R0WQUVlBUYaZruA87UgqIP1bCyvgsPIx6YsO9eWpCLIqiUFxpptdLy5h2URQvXdXdvs+80ir8PYyNNpI8KbeMYG/XE3YdEechCZDFOazZA2RFUSYA7wM64AtVVd842foSIIvzwYLdGSzac4xgb1devLLbOX1xUmm2nrBu7UKnqio7qjs0GHQuTrXLDZFTUsW3m47ycHWLREdVFiu/bE9jVXw2r0/udcZdT0503EDPxguGhQAkQBbntIYGyI1yya8oig74GLgESAO2KoqyQFXV/SffUohz21W9I86bmeokOD4xRVHOakBJsLcrj13Spd7XXPU6pg5uz9TB7c94/yc7rhBCiNPXWOmuQUCiqqpHVFU1AXOBqxtp30IIIYQQQjSbRimxUBTlWmCCqqp3VT+/FRisqupDx613D3BP9dMYwLmpqRBCCCGEEE2nvaqqp6zFaaxRFfUVuNWJvFVV/Rz4vJGOKYQQQgghRKNrrBKLNKCtw/NIoG5/IyGEEEIIIVq5xgqQtwKdFUXpoCiKEbgRWNBI+xZCCCGEEKLZNEqJhaqqFkVRHgKWorV5+5+qqnGNsW8hhBBCCCGaU4tNFCKEEEIIIURrdO7OaiCEEEIIIUQTkABZCCGEEEIIBxIgCyGEEEII4UACZCGEEEIIIRxIgCyEEEIIIYQDCZCFEEIIIYRwIAGyEEIIIYQQDiRAFkIIIYQQwoEEyEIIIYQQQjiQAFkIIYQQQggHEiALIYQQQgjhQAJkIYQQQgghHEiALIQQQgghhAMJkIUQQgghhHCgb6kDBwUFqVFRUc1+3LKyMjw9PZv9uOLk5P+ldZL/l9ZJ/l9apwvm/6WsDKzWs99PXh6YzdpjgwHc3cHDo+565eXOy6uqIDi4wedVZrPh6XIa+UDH87JYtGMbjRAR0fB9iFNqqd+X/2/vzuOjqs7Hj3/OTPYQwhJ2lBBlERCCbBIEwQWsFVyKiBtQq6itirXWfoNFKX5ptda61PbnVmtdvoqWoliXUsSIqC2LIiWyQ5QIZCX7JJmZnN8fdzJOJjPJTDKZuck879eLF5k7d849yTP3zjPnnmXHjh3FWmsfb6CmIpYgp6ens3379rAfNycnh5kzZ4b9uKJlEhdzkriYk8TFnKImLu+/7ztBDdb993+XdB47Zvx8883N93v66abbH30UXn454HrlFBQws1+/ttXr7beNY+flwQsvBF6GaFWkzhel1NeB7CddLIQQQgghhPDQaoKslHpeKVWolNrt53mllHpCKXVQKbVLKXVW6KsphBBCCCFEeATSgvwCcFELz38PGOb6txT4f+2vlhBCCCGEEJHRah9krfVmpVR6C7tcCryotdbAv5VSPZRSA7TWx4OtjN1uJz8/n9ra2mBfGrDU1FT27NnTYeULQ0JCAoMHDyY2NjbSVRFCCBFCNbW1nCwsbH9BtbXGwDrPn32V67HdarHQ309xJRUV1GrdbHtRcTHfKtWmevXRmrjAXym6kFAM0hsEHPV4nO/aFnSCnJ+fT0pKCunp6ahg3sxBqKysJCUlpUPKFgatNSUlJeTn5zN06NBIV0cIIUQIjVy6lKNFRR1T+P/9X6vbn5syhR95Pf3JJ59wzlVXhbw6F8bFsSHkpYrOIBQJsq9MtvlXOEAptRSjGwb9+vUjJyenyfOpqan07t2bqqqqEFTLN6fTSWVlZYeVLwxxcXGUlZU1i7E/VVVVAe8rwkfiYk4SF3OKlrh8W1LClIkTOWfq1PYVVFYGVqvxs9Np/OyrAauyElJSaNCaR598kk8GDOA0r7/zRx99BMCiq6+mT1pak+fqGhqID2aaN1e91n/4IQfq6sgZMQLS0yEKYhtOZj9fQpEg5wOneDweDBzztaPW+hngGYCJEydq7+k99uzZQ/fu3UNQJf+kBTl8EhISGD9+fED7Rs30SJ2MxMWcJC7mFC1x0Vpzwdix/O/ixe0ryHM6taIi42dfZT79NCxejNPp5NEnnyT98OFmf+ciV4v23Zdeypmnn97kubZO85ZnsbCnuJiZ+/bJNG8dwOznSyimeVsPLHLNZnE2UN6W/sdCCCGEMD+tdYd1g2xJ4zG1j37GjdtCWSvl51giOgQyzdurwGfACKVUvlLqR0qpW5RSt7h2eRc4DBwEngV+3GG17YTy8vIYM2ZMu8tZv349Dz74IABvvvkmX331lfu5mTNn+lx0Zfv27dxxxx1BHae+vp6lS5cyfPhwRo4cydq1a9tXcSGEEF1ORBNkH8+5E+QQ1kv5OZaIDoHMYnF1K89r4Cchq5HJORwOYmLCvwDhvHnzmDdvHmAkyJdccgmjRo1q8TUTJ05k4sSJQR1n9erV9O3bl/3799PQ0EBpaWmb6yyEEKJraUxELSZNkC3B9DUO4HiSIEcvWUnPy4svvsjYsWMZN24c119/PQBLlizhrrvuYtasWfziF79g69atZGVlMX78eLKysti3bx8Aubm5TJ48mczMTMaOHcuBAwcAY2DgTTfdxOjRo5k9ezY2m63JMZ1OJxkZGWitKSsrw2KxsHnzZgCmT5/OwYMHeeGFF7jtttv49NNPWb9+PT//+c/JzMzk0KFDALzxxhtMnjyZ4cOH8/HHHwNG/55LLrkEgJUrV3LDDTcwc+ZMMjIyeOKJJ3z+/s8//zzZ2dmAcaFJcw12WLJkCbfeeiuzZs0iIyODjz76iBtuuIEzzjiDJUuWhOrPL4QQwsQ6oqU2GEqplrtYhLBeFkmQo1r4m0IDdOedd7Jz586QlpmZmckDDzzg9/nc3FxWr17NJ598QlpaWpPW0/3797Nx40asVisVFRVs3ryZmJgYNm7cyPLly1m7di1PPfUUy5Yt49prr6W+vh6n00lBQQEHDhzg1Vdf5dlnn2XBggWsXbuW6667zl221Wpl+PDhfPXVVxw5coQJEybw8ccfM2XKFPLz8zn99NPZsmULAFlZWcybN49LLrmE+fPnu8twOBxs3bqVd999l1/96lds3Lix2e+3d+9ePvzwQyorKxkxYgS33nprk3mKy8rKAFixYgU5OTmcdtppPPnkk/RzDW44efIkmzZtYv369cydO5dPPvmE5557jkmTJrFz504yMzPbGBkhhBCdgRkS5IYw9kFuCGF5onORFmQPmzZtYv78+e5W0169ermfu/LKK7G6pqMpLy/nyiuvZMyYMfz0pz8lNzcXgKlTp/LrX/+ahx56iK+//prExEQAhg4d6k4eJ0yYQF5eXrNjT58+nc2bN7N582ays7PZsmUL27ZtY9KkSQHV/YorrmixfIDvf//7xMfHk5aWRt++fSkoKGjyvMPhID8/n2nTpvH5558zdepU7r77bvfzc+fORSnFmWeeSb9+/TjzzDOxWCyMHj3a7zGFEEJ0HWZIkKUPsggH07YgP/bYYx1SbktzILc0Mjc5Odn984oVK5g1axbr1q0jLy/PPU3JNddcw5QpU3jnnXeYM2cOzz33HBkZGcTHx7tfa7Vam3WxACNBfuqppzh27BirVq3i4YcfJicnhxkzZgT0ezUew2q14nA4WtzH3369e/cmKSmJyy+/HDC+FPz5z39u9nqLxdKkLIvF4veYQgghuo6GBqNNNTLpsf+k1V2vUCbI0sUiqkkLsofzzz+f119/nZKSEgC/A9TKy8sZNGgQAC94zIt4+PBhMjIyuOOOO5g3bx67du0K+NhTpkzh008/xWKxkJCQQGZmJk8//TTTp09vtm9KSkqHLHailGLu3Lnuibs/+OCDVgcCCiGEiB6maEEOUx9kaUGObpIgexg9ejT33nsv5557LuPGjeOuu+7yud8999xDdnY206ZNw+l0urevWbOGMWPGkJmZyd69e1m0aFHAx46Pj+eUU07h7LPPBowW5crKSs4888xm+y5cuJCHH36Y8ePHuwfphcpDDz3EypUrGTt2LC+99BKPPPJISMsXQgjReZkiQfaxXRJkEWqm7WIRKYsXL2ax10o+L3itnjN16lT279/vftw48C87O9s9A0SjXr16sXv3bvdjzz693hpnnwCju8Y111zjfrxkyRL3bBHTpk1rMg+y51KNaWlp7v7AM2fOdHf/WLlyZZNjedbJ05AhQ9wzaHjy/Bukp6c3eb3330cIIUTXZPoEOdTHkoVCopa0IAshhBAiIKZIkKWLhQgDSZCFEEIIEZCOaKkNhr+ktUMSZBmkF9UkQRZCCCFEQDpixbpgWCyW8K2kh7QgRzNJkIUQQggRENN3sQjlsZAEOZpJgiyEEEKIgJghQfa1ul1HLTUtK+lFL0mQhRBCCBEQU/RBDtcgPemDHNUkQe5geXl5jBkzJuzHXblyJb/73e8AuO+++9i4caPffXfu3Mm7774brqoJIYTopMzQghyKQXoNDgeF+/djr631fyyki0U0kwQ5SJFcUrmtx161ahUXXHCB3+fbkiDL0tJCCBF9OmJJ52D4S5CDrdfRzz/nlSVL2Pv++/6PhSTI0UwSZC8vvvgiY8eOZdy4cVx//fWAsUjHXXfdxaxZs/jFL37B1q1bycrKYvz48WRlZbFv3z4AcnNzmTx5MpmZmYwdO5YDBw4A4HQ6uemmmxg9ejSzZ8/GZrM1O+6SJUu45ZZbmD59OsOHD+cf//gHYCzCceWVVzJ37lxmz54NwMMPP8ykSZMYO3Ys999/v7uM1atXM2LECC644AJ3nRrL/tvf/gbAtm3byMrKYty4cUyePJny8nLuu+8+1qxZQ2ZmJmvWrKG0tJTLLruMsWPHcvbZZ7uXzF65ciVLly5l9uzZQa0SKIQQomswRQtyCAbp1dfU0L1/f+pralo+VlsqKboEWUnPQ25uLqtXr+aTTz4hLS2N0tJS93P79+9n48aNWK1WKioq2Lx5MzExMWzcuJHly5ezdu1annrqKZYtW8a1115LfX09TqeTgoICDhw4wKuvvsqzzz7LggULWLt2Ldddd12z4+fl5fHRRx9x6NAhZs2axcGDBwH47LPP2LVrF7169WLDhg0cOHCArVu3orVm3rx5bN68meTkZF577TW++OILHA4HZ511FhMmTGhSfn19PVdddRVr1qxh0qRJVFRUkJSUxKpVq9i+fTtPPvkkALfffjvjx4/nzTffZNOmTSxatIidO3cCsGPHDrZs2UJiYmJHhUEIIYRJmSJB9rE92HrZbTaSevbE7qPByn0sfPd3FtHB1Any3y66CFtxccjKS0xLY84bb/h9ftOmTcyfP5+0tDTAWCa60ZVXXonVagWgvLycxYsXc+DAAZRS2O12wFiCevXq1eTn53PFFVcwbNgwAIYOHUpmZiYAEyZMcC8F7W3BggVYLBaGDRtGRkYGe/fuBeDCCy9012XDhg1s2LCB8ePHA1BVVcWBAweorKzk8ssvJykpCYB58+Y1K3/fvn0MGDCASZMmAdC9e3ef9diyZQtr164F4LzzzqOkpITy8nJ3uZIcCyFEdOoqg/TsNhuJPXu23AdZWpCjmqkT5Pkt9A1qq8rKSr/Paa39nlzJycnun1esWMGsWbNYt24deXl5zJw5E4BrrrmGKVOm8M477zBnzhyee+45MjIyiI+Pd7/WarX67GIBzU/sxseex9Zak52dzc0339xk38cee6zVC0NLv5/3fv7q5lkXIYQQ0SXqWpDbUEfRNUgfZA/nn38+r7/+OiUlJQBNulh4Ki8vZ9CgQYDRR7jR4cOHycjI4I477mDevHnuvruBeuONN2hoaODQoUMcPnyYESNGNNtnzpw5PP/881RVVQHw7bffUlhYyIwZM1i3bh02m43KykrefvvtZq8dOXIkx44dY9u2bYDxZcHhcJCSktLki8OMGTN45ZVXAMjJySEtLc1va7MQQojoYfqV9IJJkHv1arkPMpIgRzNTtyCH2+jRo7n33ns599xzsVqtjB8/vkkC3Oiee+5h8eLF/P73v+e8885zb1+zZg0vv/wysbGx9O/fn/vuu4+KioqAjz9ixAjOPfdcCgoKeOqpp0hISGi2z+zZs9mzZw9Tp04FoFu3brz88sucddZZXHXVVWRmZjJkyBCmT5/e7LVxcXGsWbOG22+/HZvNRmJiIhs3bmTWrFk8+OCDZGZmkp2dzcqVK/nhD3/I2LFjSUpK4q9//WvAv4MQQoiuyxQtyO3oYlFVXEz+jh3Ya2tJ6deP/775ZsvHal91RScmCbKXxYsXs3jx4ibbvJPkqVOnsn//fvfjBx54AIDs7Gyys7Ob7NurVy92797tfnz33Xf7Pfa0adN49NFHm2xbsmQJS5YsabJt2bJlLFu2rNnr7733Xu69995m2z3rP2nSJP79738326exVbnRW2+91WyflStX+q27EEKIrs8MfZDbs5LeyW++4b9vvUXvjAz6DBtGXAvdBv0dS0QH6WIhhBBCiIB09hZku81G8aFD2G02YhMSiE9JwelnXn9pQY5u0oJsEr66cgghhBBmYooE2cf2YBLk6pISKgsKiE1MJDYxEbvNhjUlpdm+FqQPcjQLqAVZKXWRUmqfUuqgUup/fDy/RClVpJTa6fp3Y1srJHMOdg0SRyGE6HpMnyC38np7bS2WmBiO797dJEEO5lgiOrSaICulrLlYpC4AACAASURBVMAfge8Bo4CrlVKjfOy6Rmud6fr3XFsqk5CQQElJiSRXnZzWmpKSEp+DDIUQQnRepkiQ29nFou/w4dRVVRkJckKC/wQZaUGOZoF0sZgMHNRaHwZQSr0GXAp8FerKDB48mPz8fIqKikJdtFttba0kbmGQkJDA4MGDI10NIYQQIdTQYAxbi+hCIT62u+sVQII8YMwYTnz1FbEJCVjj4rCdPIm9Xz9ivXIDf8m4iA6BJMiDgKMej/OBKT72+4FSagawH/ip1vqo9w5KqaXAUoB+/fqRk5MTdIXbq6qqim7duoX9uNHo66+/DnjfqqqqiLwfRMskLuYkcTGnaIjLiRMnANhXWUlOQUH7CrvsMoiNNX62242ffZU5bZp7e31DA8cHDGj2dz506BAAHxcVkeiV6FY5HO66HispISE9nd4XXsjHpaWU9+7N33/5S+pOnGDiO+80qdfR/Hyce/aQM2IEpKdDF49tuJn9fAkkQfb1dcz7K9XbwKta6zql1C3AX4Hzmr1I62eAZwAmTpyoG1egC6ecnBwicVzRMomLOUlczEniYk7REJcjR44AMKpHD2b269e+wv70Jxg40Pj52DHjZ69VYgF480339sTYWPodO9bs79w4fenMfv2aJcg5BQXuun5ksZCens6QBQsAKL30Up5/8UX3az3r9d6336Lsdmbu2wd5eSCD6UPK7OdLIIP08oFTPB4PBo557qC1LtFa17kePgtMCE31hBBCCGEWpuiD7GN7wH2Qa2uJTUx0P+4+YEDQxxLRIZAEeRswTCk1VCkVBywE1nvuoJTyfIfNA/aEropCCCGEMAMzLBTS3kF6nglyTFwc8X66XcogvejWaoKstXYAtwH/xEh8X9da5yqlViml5rl2u0MplauU+hK4A1jSURUWQgghRGSYoQW5PSvpNS4Q4ql3RkZQxxLRIaCFQrTW7wLvem27z+PnbCDb+3VCCCGE6DrMkCC3uwXZK0HuMWgQx3btan4spAU5mslS00IIIYQIiCkSZB/bg1koxLOLBUCqnylJJUGObpIgCyGEECIgEU+Q8Z20BjNIL8arBXnSokWknXZa82PJIL2oJgmyEEIIIQIS8UF67exiQUMDFqu1yaa4xESsjfMxe7BE6EuAMAdJkIUQQggRkIi3ILdzmje/LBYanM6mx/IqW0QXSZCFEEIIEZCumiDHJiRgt9maHqux7DaVKDo7SZCFEEIIEZCGBmPiM4slMumDxU8Xi4aGhnYl7bGJidhra5tsayxPWpCjU0DTvAkhRChprakpKHA/TurbFxWhD9xQc9TWUldW5n6c1K9fxFrbRPjUV1VhLy2l+sQJYpOTiUtJCVnZnueLNT6ehJ49Q1Z2MGqKiqgtKiLZqBQNTie2kycBSOrVq9VzuMHpxFZWZuzbxnOipRbk1sp0Ohw4HQ6fz8UmJpquBdlZX09taan7cVe6TnYGkiALIcLuaE4OG266iV4jR1J2+DDn/O//MvyKKyJdrZDIuftuir78kvjUVE7u3895f/gDQ+fMiXS1RAd748ILqQEqe/em+vhxrt+xI2Rl7331VbY+9BApp5zCie3b+fGJEyErO1Ale/fyt9mziU9P507AUVTE7rff5os1a2hwOjn7hhs446KLWixj9/r1bHzoIa56+mkGjRvXpnq0mCC38tr9GzeS0q+fz+daTJAj1IL82apVfP3BByT27k35kSNMvf9+Ri5YEJG6RCNJkIUQYVdXXs7oxYuZumIFnz/5JHXl5ZGuUsjUl5dz4dNPkzZqFP956KEu9bsJ/5y1tQx79FFmzpzJSxMmhLTsEzt2MPORRxhywQW8MnUqzvp6rHFxIT1Ga8oOHGD04sWkzJ/P+sxMRtXVUed0MnnxYupraqirqmq1jNrKSrr37x/Qvv4opWjwM4tFay3I5d9+y5i5c30+57MPsqs8X8cLh9qyMmb9/vcMnDqVnU89Rb1cS8JK2uqFEGFnr64mNjkZgNjkZOzV1RGuUeh05d9N+FZXXk5c9+4dVn5Jbi5pY8YAkXtPlR85QurQoWitqQd0fb17VTpf/Xd9sdtsJPXq1SwRDUZ7uliUHztG6sCBPp8zYxcLuZZEliTIQoiw68oX/q78uwnfGpPHjlJ94gRJrq4BpkmQ7XYjQU5M9Jlc+mKvrSWxR4+Akml/FL67PATSxaLFBDkhwXSD9ORaElmSIAshwq7JhT8pqUtd+OVDLfo0S5CVQrtme2iv2pMnie/Rw52smSZBrq93r0rnq3uCL5FuQa4tLychNdXnc9KCLLxJgiyECLuufOF32GzupWy72u8mfCvPy2uSIMcE2KIaiOLcXNJGj3Y/jtR7qjI/n5TBg9vXgmyzkdSzZ/sT5Db0QW5wOFBWq999zDhIrytfJzsDGaQnRJhUFxbyn9Wr0VpjiYnhnNWriU1MDOkx7DYbW+69l4yLL2bIBReEtOxgOOvr+Xj5cpz19QBYYmOZ8ZvfuAcWeV7441JSyM/JiVRVO4S7ta+LtY6bRdmhQ+x4/HEA+k+cyOhFizr8mLqhgc3Z2ThcSdSEn/6UHq6kuPzIEfpPnEiRayW22ORk7FVVxLne4+1RkptLbxMkyNrpxBITg9aaOqByxw7sDgdTb7wRoNWk95tt2zi2axdnXXUVe95/n9OmT6d3G+rRlhZkrTUfPf44KX37+i03LimJXevWUXrkCNMcDuL4bqnpSLYgxyQlAYFdS77ZtIkDb77pfjzk/PM5/dJLO7SOgTh58CB5GzYw/sc/jnRVgiItyEKESenevVSfOMHIhQspO3iQ0r17Q36M6mPHOLBuHV+98krIyw5GTVERx//9b0YuXMjIhQs5sXUrNUVF7uc9E+S+mZnUFBdHqqodKjY5GYckyCF3Yts2dEMDp82dy+6//CUsx6yvquLrf/2LkQsXYomN5ajHl7ra0lISen+X7iUPGED18eMhOW5NURHJ/fu7H0ciQW5wOlFWK2Akm/8F+lxyCRevWkXqoEEkp6VR3co5vOf998laupSxl19O+tSpHPn00zbVpS3TvGmHg6+3buX8e+7xW+6w885j+m23UXLkCJWuvsiR7oNMQwMW1989kLgfXL+e3mecwciFCxmUlcXeNWvCUctWndi6lQ9+8pNIVyNokiALESb26mp6nH46g7Ky6DdxIhV5eR1yjL6ZmZQfORLysoOtR7fBgxmUlcWgrCy6DRrU5OLumSBbYmJISkuLVFU7lNwW7Rj26mp6jxrFqbNmhe3va6+uJnnAAAZlZXHKuec2OX89388AqUOHhuwc9C47EnclPOugtcYOdMvIYMCYMSilSOrZkxrXgiH+lB87xtCsLGLi4zl10iTKjx1rU138raSntfa7ul9DbS1JvXv7nQMZjEF6g8aNI6V/f+yuOwGR7oPsKZBrib26mv6TJzMoK4uB06aZ5trjaMegzEiSBFmIMPH8kAnlB6j3MboNHEh9RUXIyw6Go6am6Ye618Xd+0M/lIOazEQS5I7R+P6xxMSgXclMuI4Jzc/fsCbIEXhPedahcalpz+4MSimjZbeFc7i2ooIE11R4qQMHUtHGBNlfC3JDQ4PfFuSG2lpiXeMCWhObmIjdtdpepPsgewok7p7X3djkZBw1NeGoWqs66zVQEmQhwiRcCXJj4uC020NefrD1aNRaghyblBSyQU2R5KyvxxIb634sCXLHaPYFK8zHbDVBTk/vsglyY7Lo3d83uU8fqvx0s/AeINethX1b05Y+yM7a2oDHe8QmJHzXghzhPsieAm1BNuOgPrPUI1iSIAsRJuFMkFNOPZXKo0dDXn6w9WjUWoIcY6KLeXuYIZmJBpFOkOO6dcPusRqc58wl4Dq/Q9SFygzvqUAS5NSBA/12m6gsKmoyQM5itaKdzja1zLZlJb2GYBLkxMRmXSwisZJeg9MJHl1GrHFxNLTS6OEZJ2tcnHuQdKR11mugzGIRQvXV1dB4IikVkhHMHaXB4WjSL0hZrSGfUSFaaa2bXBAa/7b15eV0T08HoNuAASFNYBuPaSstJTY5mdT0dEr27CGpb19ik5NbnR801Fr7UK8vL3ePzvb1fEucdjvOujogtO9bR20tDa5bq2C0ais/fRr9aZb4Jya6Zz0QoeG026ktK2uSsNVXVbX4Pve+3lnj4vwu1awbGrB73ZqO69aN+ooKYj3es8pqxeGaBxiaJozdBg6kug1dCOw2W5MuI43nRadIkAcMoOzoUQaNG9fsblDpkSOkDhjQZFtijx5U1daSEmRdFL5bdFtMkOvqgkqQa+vrjS4bERyk56ipafJ+a+T9/vR833vGKdzXfG+e51xdWZnxf3m5e7BnuL/gtoUkyCFSnJvLGxdeSM/hwwEoP3SIua+/zsCpUyNcM9/eXbSI8sOHsbou7iW5udyUl2fqpL6z2LdmDZ+uXEmSa+R5SW4uN+zbx5dPP82lf/87AMpioa68nBM7dtB/woT2H/P11/lkxQqSBw7k7OXL6T1qFFt/+1s23X475z3+OKfNndvuYwTDXl3d5OLu+aFeXVhI4c6dWNvYFeGNCy4A18W//MgRrsrJcU+31Va6oYGnTz2V3qNGAVBTUMD4228Peloi72Qm0h9SXdH6+fOpLS1l0s9/DsDgGTN4acIEpixfzpjFi32+ZtOyZRz/z3+I7dYNAHtVFddv3+5z3x2PP87u5593z0pRfuQIF7/4Irl//SuDzjnHvV9qRga7X3iBzFtuaVaGsliCTqrsNhvPnHqqe0q36uPHmZKd3ew9Fd+jhzvhCBefCbLXPoMyM/n7nXfiqKvj89deI6lXrybPT7ruuiaPT5sxgxefeIKb09OJcSVNgWhxHmQ/r3FWVRHvin1r+gwbxofPPENVXBwqPt4oO+DahY6/uySfPfAAB996i7ju3ak5cYIpy5e7pzl01tX5/eIXbu8tWULZwYNYExJQSnHGNdewzjXlXON7G1eDkVlJghwitaWlDJ8/n/OfeAKALStWYCstjXCt/KstLeWyt94i2TWq92/f+x72ykpJkEPg+NatnP/HPzLk/PMBeOsHP6CuvJyEXr3od9ZZ7v1GLFhAXSsjvwN1cv9+pj/4IMOvuMK9LePii9nx+OMReR+21OpVd/Ikw6+8ssn+sUlJAU+HVl9ZyaLPPwfg01/9iqKdO9udINtraug9ciQLXVN37V+7lpI9e4IvJwK3/qNNbWkpP3j/ffe16rzHHiN3wgRsLfRprS0t5eKXX6b3yJEAvNTCl9KT+/cz57nnGDBlCmAkJLWlpdQUFTFy4UL3fsMuu4yqFlqJGxO5QL8k1VdW0m/CBOa//z4AX738MjWFhc3eU92HDAlZ941AeQ7+8teCPGDMGPqOGEHB3r3M+tnPGNpK49BZCxdy6IUXsNvtwSfIPra39LeuKyyku1cLtj+nTpzI+WPGsK+i4rsEOQItyD6vJUpxfOtWLn/7bVIGDeLQO+9w/LPPvHYxx5fy2tJSLnvzzSZTFDZqfG+bPUGWPsghYobbYMHobPXtTIp37yZtzBj349jkZGpOnCDOqwUjlH/zZkvddsAxgtHS+8vXhT/Qetprapr09UwbM4bi3btDUt+YEJwPdq/ZO0ToOVyrt3lqLV7BfHEpP3KE7h7nUmPZtaWlJHi0inoe01dSYgmyD6i/c0Y7HE3utqQMHhz28QWBdLEAo3tC8aFDpA4cGFC5sVare8aIQLUpQT5xIuA6uetlt0d0kJ6/a0lVfj7dXL9LIGNZzLAKoLfOkm9IghwinS3h9O7fZPb6diY1hYUkeQxIiU1Opjg3t8mHbuP2kCbIPr6Nd7UEuTwvz92PG1wJcm5uh9a3PeUA7u4gIkS0btY3PJQJck1hIUl9+jQpu66iAmWxNEnAGo/pPXNJoHVqrY7+Xh/Oqe0aBZMglxw+THcfrYa+NCaiwWhLF4v6wsLgE2SHI6LTvPl6z8YkJBDXvbv7b9/a3QRrfLx7vEa42Wtqmowz8dRZ8o2AEmSl1EVKqX1KqYNKqf/x8Xy8UmqN6/n/KKXSQ11Rs/P+ttcZ3gCeHzKxycnNBqaI4NlKS0no2bPZB2nx7t3NWnhD+TevKysjoWfPZtvNlCA3zsnpq2Uk4ATZq6W8x2mnUXbwYIfWtz3lABGfci8atBYve01N0zs4FovPOXu1a2CW9/l7cv9+UgYPbnZMe3W13+Q72HPP59zhfn6n+J49qQ1R96xABJwgJyRQX11NjKtrQmva1IJM8IP06ouLW1xmulm9YmKMBDmSLch+GhI8707GebzvfSXxEc1DPFYB9NYZ8iMIIEFWSlmBPwLfA0YBVyulRnnt9iPgpNb6dOBR4KFQV9TsOlsLsnerlunr20mU5Oa6B9k0ik1OpiQ3t1kLb6j+5k67HRXjeziBmRLkkLQgeyXIlpgYlMXS7umMOrIFWc6tjtfa37jBbm8yeCk2Kcln8ll1/DjJXn1VG8/f7n7O31AlyH7fgz6SvlDOsxxs3RoTMUsI7ow0JqLBsPgZAOlvJT2tNdrpxOLnGumzXq6W7cbSzNKCHJuc3OzzxZqQgN1mMwboeX0xiei1p4X3R2e5JqrWAq+Umgqs1FrPcT3OBtBa/8Zjn3+69vlMKRUDnAD66BYKnzhxot7uZxRxRzl69CiTJk0iwdWHMcHpZHyIVhzrW1/PnuRk9rtaKYbU1DChooLjAX6TDrd0m41XPW45TSoro7fdTnkQF5FQcjgcxETo2KHUy24nLzGR3JTvJi8aX17OhIoK3u3Th2Me/WczamoYV1HBiXa+R2K1Jtnh4D0fLST96uo4t7SUowGuIuWtrXEZYrOxMS2NYldS0ru+nguLi/k6MZFedjv5CQl86VpVC2BkVRXDq6spamUE9sC6Ov6Tmkq+Rx/UC4uLqVeK+iCnZPOU4nBQFRPDp65W+GSHg8sLCjjk5xahP2n19RxKSuIrj/hfXFhIVUwM9hB2tegq50tbnGqzscbrdnmq3c7FRUXk+ZnK6/SaGl4aNMj9+JLCQspjYnB4xSTJ6cRusbDZo6/xKTYbc4qL2Zqayi6P92x3u51LCgs5lpBAXEMDG/r0oba21v35MqukBKU1tgAHoHV3ODgZG8vWHj2a/E5OpXjdK2mf6LpeV4TpPTCwro5tqal8k5iIzWajsLCQj555hhkeg44B3lu5km+//JIb160LqNwtCxdysqGB1JQUqKqCbt1g/PjmO37xhXv7a//8J0ePH6ebRywAbDYbsVYrt3sMpARjurF9u3Zx8/PPB/z7Oles4NnNm6nv2ZP38/NJiYvDojWEcSrUnnY7x+Pj+SI11b3tguJi9nTrxrce1/PZRUXUWSw4laKX3c56j+W0LyguxqEUde24NrbVUJuN//PTrSXVbueyggJSHnyQu+++O8w1A6XUDq31xFb3CyBBng9cpLW+0fX4emCK1vo2j312u/bJdz0+5Nqn2KuspcBS18MRwL7Af6WQSQPatoSP6EgSF3OSuJiTxMWcJC7mJHExp0jFZYjWuk9rOwXy9dNXs4d3Vh3IPmitnwGeCeCYHUYptT2Qbw4ivCQu5iRxMSeJizlJXMxJ4mJOZo9LIO3u+cApHo8HA96TP7r3cXWxSAXMOwmwEEIIIYQQfgSSIG8Dhimlhiql4oCFwHqvfdYDjUsYzQc2tdT/WAghhBBCCLNqtYuF1tqhlLoN+CdgBZ7XWucqpVYB27XW64E/Ay8ppQ5itBwv9F9ixEW0i4fwS+JiThIXc5K4mJPExZwkLuZk6ri0OkhPCCGEEEKIaCIr6QkhhBBCCOFBEmQhhBBCCCE8SIIMKH/rU4qIUkrJ+1OIACilzLkikZDPFyGCYKbzJaoTENfMHN211tpMQYl2SqnJSqk0rXVDpOsivqOUOk8pdbacK+ailJoF3OT6Oaqv6WailDpVKdWTwNYbEGGilEp0zcglTEQp1VsplWymGdCi9mKqlDoL+AzIVkr1kiTZHJRSszFmRRnU2r4ifJRSFwEvAqmNFzA5XyLPdb6sBR5RSg2WL5XmoJSaB7wGrAGudW2T8yXClFKXYny+vKaUmq2UGhLpOglQSl0BvAq8o5S6SSk1JdJ1giiexUIp1QPj4vU5xkqAj2itiyJbq+jm+lBZCdyotf5cKWXVWjsjXK2o5vpQTwbWAb/XWr+nlEoGHBjXj9qIVjCKKaUuAVYB1wGXYizQdJ/Wuj6iFYtySqlM4GXgamAIcAfwA611ZUQrFuWUUuMw4nItcDrGmg3HMKau/SqSdYtmSqmBwIcY50saMBE4FVirtf5XJOsWlbd+XLchY4B64AhwGnCjUuojwKa1/iKS9Yti84FBruS4O3C/UqoPRnL2H6219wqOooO57qzUAseBf7q+WL4E1AGHlVIbtNYbI1rJKOS6dX8F8HOt9VdKqRHAAoy56lFKKTPdqowypwJfaa3/q5T6Gvgl8IRSajvwidZ6Z2SrF7WGYMRlF7BLKZUGXA8UKqWKpIEsYqzAN1rrzwFc62nMAS5XSpVqrXdEqmJR2cVCa92gtS4G3sNYKfCPwFkYiVgfkNthkaC1XgRsUUrtBd4GvsGIzw+AWZGsWzTTWjsAJ8ak7o8BbwAPAl8Dc5VSqXK+hF0ZcJvW+gMArfU6oD/wsOuxJMeRsxVIU0q9DuzBWGn278Bg4HtKKaucLxHxX8CulLre9bg/RnwygYyI1SrKaa2PAqVKqd+5Hh8GNgCFwJkQuXwsahJkpdRMpdQCpdQ1HptTMZrz04GzgU+BGUqp3vIBEx4ecVkMoLX+AfAFRkvL41rrPwDvAFcppaLyjkckeMSl8cNkJVAJjAbWaK23A//CaC2zyPkSHq64XAUs1FrXuLY1Xsd/AvRSSp0RsQpGKY/z5Wqt9Qnghxi38z/TWv9aa/02RoPMdCBezpfw8IjLQq31ESAHuFQp9R4wRWu9FNgCXNNSOSK0lFKDlVKpHpt+AyQppe4G0FofwmgcW6iUSojU+RIVCbJrlPerGB/mdymlnlJK9cJoMZ4BvILRT+x+QOO6TSk6lldcbldKPauU6qG1vlprvdzjW6MFqCBK3q+R5hWXO5VSf8T4278HNABPuHYdBcgo/TDxiMspwM+UUn9SSg30GJhXghGLcyJVx2jkdb783HW+2LTW64ECj0aZVIz4yAwKYeAVl3tcLZQfADdgfN5f5to1BiiPSCWjkFLqMmAj8CNXF0qAvcA/gNOUUo+7tnUD7EQwH+vyg/RcSdZDwHGt9aNKqQSMUawFwHPAzcD7rsFHCkjSWldHrsbRoYW4nARWaa0LXfvdhBGjH2qt/xuxCkcJP3F5HmMwy6MYA/ZWYHzInwbc4OrTJzpQC+dLMfBrrXWBa7+rgPsw7ozVSktlx2rlOvZr4GLXv0SMmXmuk/Ol4/mJy1+AIuBXWusS1353Y/RDvkZrnRuxCkcJV0L8Gkb3yXyMbhSvaa2LXDE6DeP6lYLRELAokmPCunyLnOsD4nNghFKqn2vU/U0Y/cGu11ovcyXHVm2Q5DgMWohLGsbt/MbRrROQ5Dhs/MTlRoyL1f9orfdrra8HfgycJx/24dHC+dIP485X435rgHO01jZJjjteC3HpA/xUa/0c8DPgT8Alcr6Eh5+4/AjoCzzgsWt3jCRMkuPwKAfuBG4BdmLMJrJQKdVfa12rtc7VWl+F0UXpnEhPmNBlE2Sl1ClKqXilVCLGfMcpwFilVKKr794SYI4y5kVEphMLjwDi8kNgilLq+xgzJyyT5LjjBRiXLKXU5QBa6xKtdUUEqxwVgjhf5jW+Rmt9MkLVjRoBxuUCpdT3tdZHtNZva62/iWilo0AQ50vj5/59WusvI1jlqKCMRXPigBit9X+11nVa67XAZmAYcKVrv4kAWusCrXXEu710yQTZlVy9B/wB4/ZwPUZfpDuB6UqpAa6TZSPGfK4iDAKMiw2jn5hytejXRazCUSKI8+UD13MiDII8X+QLfpgEcb5EdA7XaBPk+SKf+2Hiisu7wJPAX5RSIxufcyXJHwF9lFJvAh+67hybQpfqg+zqdzQYIxi3Y0zhshi4DZgKjMeYKxTgW4y+R+dprfeHv7bRQ+JiThIXc5K4mJPExZwkLubkJy7XYXQ5utCzW4tS6mWMwcVzzXTHuEuNPtdaa6XUMYxbKweAQq31b5VSdowp3M7G6Jc0CRgHnC8nSceTuJiTxMWcJC7mJHExJ4mLOfmJyyOuuGxQSs3SWu9XSg3AWIfiMjMlx9CFWpCVUqdjTDl1GGNAxA6t9W89ns/G6Otyq9y2Dx+JizlJXMxJ4mJOEhdzkriYUwBxuQdjmtBbtdY2pVQ3rXVVZGrrX5doQVZKXYIxpc5JjNVyXsFY2tOqtf6Na7dXgeVIH8qwkbiYk8TFnCQu5iRxMSeJizkFGJfXMeJSC2DG5Bi6QIKslMoCfgdcrbX+Qin1DDAZyAL+rZSyYsy7dw5GM34PjMCJDiRxMSeJizlJXMxJ4mJOEhdz6mpx6fRdLFwBGa61fsH1uA/wgtb6+0qpDOCXGN9SJiPz6YaNxMWcJC7mJHExJ4mLOUlczKmrxaUrJMhWIFlrXeH6eQDwNnCx1vq4UmoIxsjVZDPMqxctJC7mJHExJ4mLOUlczEniYk5dLS6dfh5krbVTf7dggQLKgFJXMK7D6OcS2xmC0ZVIXMxJ4mJOEhdzkriYk8TFnLpaXDp9C7IvSqkXMFZhmw0sMXszfrSQuJiTxMWcJC7mJHExJ4mLOXXmuHSpBNk1MXUsxoTUsRjzHR6IbK2ExMWcJC7mJHExJ4mLOUlczKkrxKVLJciNlFJLgG3aY6UWEXkSF3OSuJiTxMWcJC7mJHExp84cl66aICvdFX+xTk7iYk4SF3OSuJiTxMWcJC7m1Jnj0iUTZCGEEEIIIdqq089iIYQQQgghRChJgiyEEEIIIYQHSZCFEEIIIYTwIAmyEEIIIYQQHiRBFkIIohlQRQAAABRJREFUIYQQwoMkyEIIIYQQQnj4/0sni9vUiz5OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Plot test results -------------------- #\n",
    "df = datasets_revised[index_test].reindex(dfs_x[index_test].index)\n",
    "df['y'] = y_test\n",
    "df['y_pred'] = y_pred_test_bin\n",
    "c = crashes[index_test]\n",
    "t_start = ['1956-01-01', '1971-01-01', '1976-01-01', '1983-01-01', '1995-01-01', '2004-01-01', '2010-01-01']\n",
    "t_end = ['1963-01-01', '1981-01-01', '1983-01-01', '1988-01-01', '2003-01-01', '2010-01-01', '2016-01-01']\n",
    "rcParams['figure.figsize'] = 10, 6\n",
    "eval_.plot_test_results(df, c, t_start, t_end)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
